{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib图像的绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "x = [1,2,3]\n",
    "y = [4,5,6]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# help(plt.figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 图像保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "x = [1,2,3]\n",
    "y = [4,5,6]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 2.1 图像保存\n",
    "plt.savefig(\"./data/test.png\")\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 案例：显示温度变化情况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像基本绘制功能演示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.生成数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(10, 15) for i in x]\n",
    "y_shanghai = [random.uniform(15, 25) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.图形绘制\n",
    "plt.plot(x, y_beijing, label=\"北京\", color=\"g\", linestyle=\"-.\")\n",
    "plt.plot(x, y_shanghai, label=\"上海\")\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11点{}分\".format(i) for i in x]\n",
    "\n",
    "plt.yticks(y_ticks[::5])\n",
    "plt.xticks(x[::5], x_ticks_labels[::5])\n",
    "\n",
    "# 2.2 添加网格\n",
    "plt.grid(True, linestyle='--', alpha=0.3)\n",
    "\n",
    "# 2.3 添加描述\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"一小时温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多个坐标系显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RdQFiayOITke08Z0ryLixobYMuXNIwnjIj6Ks4LXbW5aPKcuKXoFyb1kFCgDMDgXwC+85BgD4+GMXsV4nMNcu7DxnPED+gYMDmBpQe9a3qoWXaNcip5W6uNEx0utDf7e6WFcZLG8FvgA40utDr09dNBVpYY+uRWchqi5gb7Q9dXUDP/XnZ20Zs+Xtu8pNgwNaBcpCjQoUUc+ZEV2b2rxspoUXr0ChEHkVMlAIgiAIgiAIgiAIwiI3N5MoyAp6fG6M9Hhw7wHV8Hh53nobrxubCcQyBfg9Eu4Y79318x9/8CDOTIUQyxTwkS9esPx79pv1WAY3NpNgDLhvdkCvQLkdbU0LL8J+uFkyEPDq+QSRRHM5KJl8EYmsWtE1GPBiMOABQL35CcIp/I+nb+AbF9bw9QurTR8rwueYCjNgRstAmQ8nhWrvZwf8Mxu0EiJPeVMAyEAhCIIgCIIgCIIgCMtc0dp3HR/tAWMM98yoLbfONpGDwjNUzkz1wePa/bXd7ZLwm+8/A7fE8PULq/jauRXLv2s/eUGrPrljrBehLg+mtR3DFCIvDmF9p7NP3+282WSQPK8+cUsMvX63bqCIVIFCECKztKWa5KvbzZvlfI4ZqMjz4BUo8UwBWza0DRSJUgsvExkoQT8AYD1G8yxABgpBEARBEARBEARBWObqqmqg8NBs3nLrlYUoZNnaLthXbm3tOFY17hjvxQcfPgwA+JUvXsBWqrlF6v2AB8g/cGgAADDdr7bwWoymacewIPD2OkMBrx5YHG5yB3N5/37GGAa6yUARkWgyJ1SujRVev72FZ+c2W/02bEVRFN1AWbNhMT5S1sKrnC6vCyNa1UStHJROJWwlA0X7LMPJHIoW/5YRCTJQbEaSJIyMjECSxPpoSZezEFUXIK420uU8RNVGupyFqLoAsbURRKcj2vjmFSjHxoIYGRnBqYkQur0uxDMFzK0nLB2zFCBf20ABgJ951xEcGenBZiKLj3/lkqXfZQS7zlkp/2QQADDZ3wXGgHS+qPdo309EuxY5rdTFzZKBHq9egRJpsgJFzzzo8UGSJBwYDgEQqzd/p1+LyWwB7/7kU3j/p5+zbDzvJ3txvvJFGf/qT1/Aj/7Zi9hsYdsku7WFkznkCmo+x5oNmV31AtH1IPlwctfPOnmM8aqdIRMZKGrGDFCUFUQdsEFjrxHrqmkDFEVBsVgUbvcM6XIWouoCxNVGupyHqNpIl7MQVRcgtjaC6HREG99XuYEy2oNisQiXxPCmad7GK2L6eFupHK5pxss9B/rqPtfnduE3338GjAF/9/Iinr66Yfr3GcGOcxZJ5nB1TdX15oNqBYrP7cKo1ibkdnT/dwyLdi1yWqWrUJSxpVUQDAZ8+gJns+YYN2UGA14oiiJkC69OvxZvhVMIJ9W57+JKbJ/enXX24nxdW08gnimgKCuYW7NmvtuB3dqWt0ptu1a3mzdQ6lVT8ByUakHynTrG8kVZr+wyU4Hidkl6lQ+18SIDxXYURUE4HBZyQJIu5yCqLkBcbaTLeYiqjXQ5C1F1AWJrI4hOR6TxncoVsKC1Cjk60qPrum/GepD8q7fV9l0HhwIY7Gncr/zemX782NtmAQAf/sI5JLWwbTux45y9qLXvOjbas2MRZ3pAbePVihwUka7FclqlK5rKQ1EAxoD+bo9+/fIAY6uU7zhXFAV+qP8WKdy406/F8nP59NzeGMF2shfn6/zStv7f81UqKPYLu7WVGyh2VqBUC0Sf0XJQqrXw6tQxxqtHGAP6uo0bKAAw1ENB8hwyUAiCIAiCIAiCIAjCAtfWE1AUdSFnqMzsuHdWrbCwEiT/ivaauxtUn5Tzi+85jqn+LixtpfGJb1wx/Tv3g+dv7GzfxZnuVxe8FqPNhwsTrSWsGSV9XZ4du5fDTVagbOrB9OrxhrQKFNoVLQ6bZdVEz1wVKwPEKBeWS5U3NzdbZ6DYzfJWyTSJZQpI54pNHa9eBcoBrYVXtQqUToUbTv3dXrgkZuq1I708SF6cdolWIQOFIAiCIAiCIAiCICxwpSJAnnP3gT4wBixEUqZzGl7WDJR6AfKVBHxu/MYP3AkA+IvnbyGVs78KpVle4PknWoA8Z2qAGyi04OV0IolSVglQ2iHebAYKr2Dhx9NbeNGuaGEoz/x4+Va0LeewvebCcqkCRSwDZac53mwVij4fVMnz4C28bkXE+fyahRvY1Sp2GjFMFSg6ZKDsAYyZc/ScAulyFqLqAsTVRrqch6jaSJezEFUXILY2guh0jIxvWVbw4S+8gY8/dnEf3pE1eEj88THVQOG6ev0eHNdMlVdMVKEUijJe11p4mTFQAOCho8MYCfpQkBVc2oMMgWbm5O1UHpdX1ffE80840/28hVdrKlBEvde0QtdmRWsdbqQ0G4hdauGlHm9IO/5WKo9sobnd7O1EJ1+L5ddIrijrhms7Y+f5kmUFF9uoAsVObcvbO+f21WYNlMTO+aAc3sJrLZZFJr97bujEMVavYqcRw0H1M6ZqPzJQbEeSJIyOjkKSxPpoSZezEFUXIK420uU8RNVGupyFqLoAsbURRKdjdHxfXInhr168jT959iZimfw+vTtzlFegVOriBshZEzkoV9biSOaK6PG5cXQk2PgFFdw5GQIAnFvcbvBMczQ7J780H4GiAIeGAhjRQuM509qCVytC5EW917RKVySxc2c4N1JimQJyBdnycctbeEmShKMzE/C42I6fOZ1Ovxb5eXRrLYaenWvvNl52n6/5cBLJstZWC+EUinJrsjrs1ra0tdMwaaYCJZMv6p9TNUOgr9uDoN8NAHo+GadTx1jlvGyGkSBVoHDEumraAEVRkM1mhQwlIl3OQVRdgLjaSJfzEFUb6XIWouoCxNZGEJ2O0fH9/I2w/t+r2+3Zf/vqmmqgHB/r2aXrvlnNQDFRgfLKglp9cveBPtO9ygHglGagnF+2twKl2Tn5BS1AvrJ9F1AyUJa30vu+YCjqvaZVusJ6BYq66BbqS12knwAAIABJREFU8ujXMQ8ytkJ5aLSiKMjlcqXWMnExFvY6/Vrk5/Hh48MAgGfaPEje7vPF5+y7pkLwuiTkivKu1lf7hd3auI7Dw2p7rWYMFD4XeFwMvZpRUg5jDDNaDsqtihyUTh1jdlSgiDLPNgMZKDajKAqi0aiQA5J0OQdRdQHiaiNdzkNUbaTLWYiqCxBbG0F0OkbH93PXSwbKShsaKNvpvP6+jo4Gd+m6b0Y1Cy4sb1dtJVIN3u7rngPm2ndxeAXK+SV7K1CanZP1/JOKAHkAGOv1w+NiyBeVplu7mEXUe02rdG0mdi7USRJDf7dX+5n1BbiwvoPap2sbEmxhr9OvRX59/Ms3TYIx4Opaom2Nc8D+83VBm7PvnArpQeitauNlp7ZsoaiP0bu1+9rqtvUxWx6IXqtt1cyAloMS3vn5deoYqzS2zTAi2DzbDGSgEARBEARBEARBEG1FvijjhR0VKK3ZiVuPOa36ZCLkR6/fs+vnU/1dGAn6kC8qeq5JI3iA/D0m80843ECZW08YNm32mkS2oBs6lfknAOCSGCb6eA4KBck7GR7uPFTWKob/t9Ug+Vote/jC3nq8fRfZCeNwA+XIcA/OaPPYs9fau42XnZzXAuRPT4RwcEg1AFqdg2IHa5pZ4vdIuGO8V32sCaNcNwN6apsB3ICqbOHVqUTKWiCahSpQSpCBQhAEQRAEQRAEQbQV55a2d/SDX95qv0XSK5qBcmyselYJY6yUg2KgjddGPIuFSAqMAW+a7rP0nkZ7fRjq8aIoK7i4B0HyVjg7H4GsANMDXbpRUsl0v5aDQgtetqAoCtItMNDCid2Lm9z0CFvMKqnVske0Fl6dTFFW9PM8FPTioaPt38br3NI2fudbt5HMFpo+lqIouKC18Do9KZaBsqS175ro68JYr5p/1VwLL60arU47Kh4kPx+m+wlQmkOttPAa0c5ZIltAKtf8te5kyEDZA9zu3X34RIB0OQtRdQHiaiNdzkNUbaTLWYiqCxBbG0F0Oo3G93fK2ncB7ZmBcrUsQJ5TqYsbKK8YMFBeWVCfc3SkB6Gu3RUtRmCM4bS2e/uCzW28rM7J9dp3caYHtAqU6P5XGol4r/nQ35/D+/749V0tbPaaar32uZkStliBEi5rC8Zb9rjdbuFaeAFiXotAY13hZBayAkhMbTP0XUeHAKhB8nKLgtQb8dv/dBV/89o6/vKFhaaPtbSVxlYqD7fEcHS0py0MFLuuRZ5/MtnXhdFedcw206oxnGhsBugVKFXmv04cY5u66WS+hVfA60KXxwVArLnWCmSg2IwkSRgaGoIkifXRki5nIaouQFxtpMt5iKqNdDkLUXUBYmsjiE7HyPjmBgpvSbWyz9kYRtArUDQDpZqu+2bVllUvL0QbLgRyk+Vei+27OPwzO2ejgdLMnMxbsT1QpX0XZ0qrQFm0oQLlySvr+OsXjS1qinqv+fa1MLIFBc/fbGzc2QnPKilv4TWoV6BYW3wLa4t/A9riHz9no9rO6HVBFvVEvRaN6NqMlxbFXRLDPQf60e11IZzM4dJqe1TSVXJtPQEAeGm++TF2fknVeGw0CJ/b1XIDxc5rkRsoE6Gu0piNWQ9yN1JNMTOofn6L0TQKRVl/vFPHWCRpvYUXY0xv4yXKXGsVsa6aNkBRFKRSKSFDiUiXcxBVFyCuNtLlPETVRrqchai6ALG1EUSn02h8ZwtFvDSvVi28/55JAMDKVntloCiKgitaBcpxzUCppuvURC/8HglbqTxubCbqHpNXoFgNkOec1g0U+xYerc7J6VwRbyyqRs5bDtWrQNFaeEWbM1AKRRk/+5ev4D994ZyeJ1MPEe81+aKMNS0XhF+j+0GuICOWUVu8lO905gaK1QwUvbWTtvjHz9mw9m9RdkWLeC0CxnRt6sabet143ZI+Xzwz1345KIlsAStaVeRL85Gmq2Qu8PyTSTUjhBsoi9EUcgW55uv2CjuvxWUtv2y8z48RrQIlV5QRTeUtHU83A+oYKOO9fnjdEgqyop8noDPHWKEoY0v7rK208AIoSJ5DBorNKIqCWCwm5IAkXc5BVF2AuNpIl/MQVRvpchai6gLE1kYQnU6j8f3qwhayBRnDwVIrl3Zr4bWZyCGayoMx4MhID4DqujwuCXdNqXkmZ+vsVM4VZLyuGQ1WA+Q53ECZW4vbFiRvdU5+ZSGKgqxgPOTHVH/1/BMAmO7nIfLNGWU3N5N6ds6XX19u+HwR7zWr2xlwOVf2cfc+X9h0SWxHCzrewmvTYgZKZcsefs6GBDRQRLsWAWO6Kg0UAHiorI1Xu3Fzo1QZEssU9GpEq5TnnwDqgnW31wVZaU0Qup3X4pKWXzbR1wWf26WPY6v3dD6PDNSpppAkpt9TbpXloHTiGONGFWNAf7c1A4WC5FXIQCEIgiAIgiAIgiDahue09l1vPTSI8ZC6CBLPFhDPWNuxuhdc1RbMZga60eV11X3ufbONg+QvrsSQK8jo6/bgkLb72CoTIT8GAl4UZGVfKxCqUd6+i+dXVINXoKzFM8gWrJs+F1dKhsFXzq2g2Kb5CXvJYlmOzNW1+lVPdsJbbfV3eyFJpXOth8gnrbbwqt6yZySotgPaiFtvB0S0B3xhtrz1Gw+Sf3E+gnTOHiPYLiqrCXnFpFXOa+0WT02oFSiMMcxqbajmHR4kX56BAkBv48Wr5MxiJEQeKLXxuhVx9ufXLOXzskuqfQ+ux4jewqu9NrLsN2SgEARBEARBEARBEG3D85qB8rbDgwj43Oj1q+Go7VSFcnVtd4B8LXimSb2WUvxn9x7or2s0GKE8SN7OHBQrPM8D5Ou07wLUxbAujwuKAiw1ESRfbqBsxLN48WZzC5tOZKms3V04mdu3XcO8UmSoYmc4/7fVFl7hKtUJ5cfNFWXE0gVLxybaA16Bwne6A8Dh4QDGQ37kCjJebNKgsJvrWv6JS5uqX2hinlmPZ7Aez4Ix4I7xXv3xg8OtD5JvFkVR9PabE5qBMqa18VqzeD8vZaDUD0Q/MMCD5Pe/gqediCQaZ8Y0gipQVMhAsRnGGLxeb9N/9LYbpMtZiKoLEFcb6XIeomojXc5CVF2A2NoIotOpN75TuQJeva2aCW87rLZw4VUoK21ooBwfKxkotXTxTJObm8maQdo8QL7Z9l2c09pO5vM2GShW5uRMvojXbm8BqB8gz48/PaC18WrCQLm0op6XoE813b78Rv02XiLea5Yr8oKuNtleyCilsPedC3V6BYrFFl6VodH8nPm9JXN1I9E+c4NVRLwWAWO6NnXzrbQozhgra+O1Yfn3Z/JF/OmzN21dSL+utfB66LA6X794M2K5Coq37zo83INur1t//KBWQXEzvP8Gil3XYixd0FsqjofUyhNegbIaszZma1WkVTIzqBoo5S28OnGMGf286kEh8ipkoNgMYwwDA/XLk50I6XIWouoCxNVGupyHqNpIl7MQVRcgtjaC6HTqje+z81Hkiwom+7r0BfUxbeFlZbt9guR5a6zyCpRauvq6vTiq5aTUqkKxK0Cec6dWgXJ+2T4Dxeyc/PrtLeQKMoZ6fHoocj2m+7Ug+SZ6/l/SKlB+8u2HAABfO7eCfLF2CLOI95rKCp7L+9TGjRskgxWVIvzfiWzBUiZP5QJg+Tkb0RZj12POX9gT8VoEjOmqloEClNp4NRMk/7tPzOFXH7uIX//qJcvHqOT6hlqB8sNvOQivS8JGPLtjod4MFyrad3H4nFmet7Jf2HUt8mq4oR4v/B611aXewsvCmM0VZMQzarVZ4xZemoES2WmgdNoY45s2Gn1e9Shvl9jJkIFiM4qiIB6PC9eDk3Q5C1F1AeJqI13OQ1RtpMtZiKoLEFsbQXQ69ca3nn9yeFBfDJjo4wZKe+wyVxRFz5Yor0Cpp4vnoFQzUJa30ljZzsAlMdw1HbLlPfIWXldW401linCszMkv6O27jC1Y8RyU21FrC5Eb8Sw2tFY4P/bgLAYDXkRTef2aqoaI9xq+aDmutcq5ul8GimZ0VC7U9frd8Gi9jqy08eKVLbxlV/k5G9YW3DdqVHY5CRGvRcCYLj0DJbjTQHnwyBAYU03AdQsVC9FkDp97bh6AfWZyUVZwQ2urdaDXhTPanG21XeD5JS1AfmLn3D+rGSjzLahAseta5NVwvIoUKDdQLJzPlDp/uCSGUJen7nMPDKif30I4qevoxDHG59zBHmrh1SxkoNiMoihIJpNCDkjS5RxE1QWIq410OQ9RtZEuZyGqLkBsbQTR6dQb39+5ru40ftvhUmbGWK+6+NIuGSjL2xkksgV4XKWgX6C+rntn1BZW1YLkualyx3hwRwuXZpjq70Jftwf5ooKrq80HiVuZk1+4qRoXb2nQvosz1a+e58WItUojXn1ycDCAoN+D77lzDADw5ddrt/ES8V7DDZS3zqo72i/vUwsv3mu/0kBhjOnVI1YMlFIPf3URr/ycjfSKs7An4rUIGNOlZ6BUVKAMBLy6sfDsNfNVKH/27Zt6C6nFaBqJbPNZOUvRNHIFGV63hJC7iDfPqvOb1ZwWbuycmtxZgXJIM1BWtjNI55o3wc1g17W4vM3zT/z6Y2Mh9RxbuZ/zKrf+bg+kBoHo0wNdYAxI5oq6uduJYyxsMDOmHjxEfjORRVEW67MzAxkoBEEQBEEQBEEQRMuJZfJ66PlbywwU3jt9uU0MFL6j/+BQAF63sa/U92nZJucWt3e1MeLtu+61qX0XoAXJT9jbxssMuYKsG0ONAuQ5zVag8AD5O7RWOI+emQAAfOPCqi1VOE5AURTdQHnwoHr+59bikPdh0YtXilS28AKAwUBpAc4MmXxRXwCvtoOaL7h3em9+J1OUFd1YGwruPsffpeWgmG3jFcvk8Wda9QkvgJuzwUy8vqka0rOD3XBJDPfPlnJQzLKdymNRa7l3qqICpT/g1assWlGFYgdLFQHyQKkCZT1u/n5emYdUD5/bhXHtd1ltryYCkRqVgWYYCHjBGCAr1kxwUSADhSAIgiAIgiAIgmg5L96IQFbUnbflLT/Gtd2rq22SgXJlbXf+SSNmBrsx1ONFrijjQoWhYXeAPIe38TpnU5C8Gc4tbSOTlzEQKOW/NKLZDBRegXJyXDVQ7p8dwGivD/FMAU9ftZ6h4CQ2EznkCjIYA+6dCsLrYkjlivoi7V7/bqC60cEfMxskz3dPe1wMQd/u6ixqLeN8IskcZEU1OQa6d187D5UZKGYqBz777XnEMwUcHenBg4fVY1yxoZ3d9XXVQDk8rM5r9xzog8SAhUjKdFUFvxdMD3RVbUml56BsOtNAWdlSP4/JKgYKn6vMwE1ao4HoB/QgeWd+fnYQTjQfIu92SboJbsX4EgUyUGyGMYauri4hQ4lIl3MQVRcgrjbS5TxE1Ua6nIWougCxtRFEp1NrfPOsircc3lmxMB5qrwwUXoFyvMJAqTdvMcb0gPiz86U2Xpl8EReW1YV/uwLkOXqQvA0Gitk5mbfvun+23/BrpgfURbZoKm+p1c7F5Z0GiiQxfN+dahVKrTZeot1r+I7v0aAf/b0BHNbMqyv70Mar3k7nQYstvCJli3/8HJWfM5FaeIl2LXIa6eLnbqDbC7dr9xLlvTP96PK4sJnI4rJBAySRLeBPv30TAPCz7zqCE1pWlR3j4LoW6n54uAddXV3o7fLq1SNm23jx6sDK/BNOqwwUu67F5SoVKAPdXj0TyWx2UWmOMdaOakbLQeEVKJ04xkqVgdYNFIDMaoAMFNthjCEUCgk5IEmXcxBVFyCuNtLlPETVRrqchai6ALG1EUSnU2t8P1cl/wQAxrRqlHimYEsP+2bRK1DGdhso9eYtHiRfnoPyxuI2CrKCkaBPzwCxi9NaT/3LK3HTO30rMTsnv3BDC5A/aKx9FwAE/R70dau7sM1WoWTyRT3Y+Y7xUpbAo3eNAwAev7RWNUdAtHvNklZpMtnfhVAopJt8V1Zje/67w4naLbx4//3NpLnFN/788gXT8nM23GO9HVC7Idq1yGmkS88/CVZfFPe5XXjgkJoz8szchqHf+RfP38JWKo+DQwE8cmYCx7mBYkcFyoZagXJkpEfXdT/PQdGMY6PoAfKT7Weg2HEtVjNQJIlhJMirSs2NWzMtvIBSBcpCpGSgdNoYM2s61YKPz05ul0gGis0oioLt7W0hQ4lIl3MQVRcgrjbS5TxE1Ua6nIWougCxtRFEp1NtfEeSOX138VsqMjN6fG4E/Wr7nla38SrKCq5pLVwqK1AazVs8SP6VW1H9OTwn5J4Dxis1jHJgoBu9fjdyRRlz680tHJqZkwtFGWe1ndh84dMoVtt4XV2LoygrGAh4MdpbWih603Qfpvq7kMoV8c3L67teJ9q9Rl+wDPmxvb1dWjheS+zp7y3PKqm2uMl3P0dMtvCKVGkLVn7ORNoVLdq1yGmkixsoQ1WMN85DR4cBGMtBSeeK+JNnbgAAPvjwYbgkpo+DqzZUoNzQDJRDwwFd15sPqvPcSzej9V66C97C69REb9Wft8pAseNaLBRlrMZUg2Qi5N/xMz5Hr8XMGShhkwbK7CCvQFE/v04bY4WijK10HkBzLbyAUpC8CHOtVchAsRlFUZBOp4UckKTLOYiqCxBXG+lyHqJqI13OQlRdgNjaCKLTqTa+n7+h7tw9MRasupDWLm28FiIpZAsy/B5JDz3nNJq3Tk/2wuuWEE7m9AUxPUDe5vwTQAuSt6mNl5k5+cJyDMlcEb1+N06MVV8YrAVv43XbZGYHzz+5Yzy4w4hijOGRM7XbeIl2rykPbU6n03r+zF5XoJRnlfT6d2eV8BZeYbMtvKq0BSs/Z3xRL5rKN11l1WpEuxY5jXSVDJTaC7w8B+XFmxFk8rsrycr5Xy8uYDORw1R/F77/7kkAwNGRIBhTczc2TbaNKmcrldOzfg4Oduu6eJD8lbU4ogav8WS2oFfNVQbIc7iBMt8CA6XZa3EtnoWsqHNC5T19TLufmzVQqhmq9ZipqEDptDEWTeWhaPlC/d27M3bMIJJZbRUyUAiCIAiCIAiCIIiWwtt3VVafcHgbLx5K2yp4C5ijI0G4JHMVIz63C3dNqQtlZ7UqlL0KkOfc2YIg+RdvqtUn988OmP6MrFagXFpRz8vJ8d2GDW/j9eSVdcQzeVPHdRo8LH6yT12g5Dvvb2wk99Rg0Nt3BXxVK6l4Wy+zBsqmHhpdvToh1OXR8xSaWRgnWgc3JOpVoBwd6cForw/ZgrwjQ6qSTL6IP37qOgDggw8fgUfLVOnyujCjGd5Xm2jjxfNPxnr9CPhKRuFgjw9HNLOyvEVjPS6txKAoajVGrfZls5qBEk7msJ121tzFq+HGQ12QKu4DegsvswaKxRZem4lcW7T/3G/459XX5amaL2QGqkAhA4UgCIIgCIIgCIJoMTxAvjL/hDPRJhUovAXMsYr2XUYpb+N1K5xCOJmD1yXpeSV2c0qvQNn7DAwOD5A3274LgJ4Dsxg1Z6DwAPk7qhgoJ8d7cWg4gGxBxuOX1ky/JyfBK1Amtc9xIuRH0OdGQVZwY3Pv2niFE/UXNvmO8bDZ0OgGO84lqbS7vZMX9pwMP2+1TARArSQrtfGqnYPyt2dvYz2exXjIj/ffO7njZ3zObiZInrfvOjwS2PUz3sbLaA4KrwqsFSAPqO0r+eey31UozVLKP/Hv+plegWLyfh7WDVVjBkqv36NXXiyEzd1TRMDs51UPqkAhA8V2GGMIBAJChhKRLucgqi5AXG2ky3mIqo10OQtRdQFiayOITqdyfK/FMrixkYTEgAdqVqDwHavNZ6Bk8kX81tcv49yi+aoMvvh2fKxn18+MzFu8VdfZW1G9fdfpyV743C7T78UIvALl0koMhaL1CgSjc3JRVvQKFDMB8pypAV6BYvw8K4qit/A6WSVLYGcbr5VdPxPpXsMXLSf7uhEIBCBJEo7ZGKBdC15ZUsvo4C24IiYrUMJVWnhVnjNRdkaLdi1yGukykoEClNp4PV0jByVXkPHpb6nVJz/9jsO75tQTNowDXoFyeLhnl64360HyEUPHuqCZvrXyTzityEGx41pc1qpFywPkOWO9vIWXSUPVQiD6AS0HZSGS7LgxZleAPAAM9/AQ+dZuYmklZKDYDGMMwWBQyAFJupyDqLoAcbWRLuchqjbS5SxE1QWIrY0gOp3K8f0drfrk9GQIoa7qfbontBZeyza08HrsjRX84beu46f/4mXTbY14+5dqFShG5i1uoFxbT+AJLdR8L/JPODMD3Qj63MgWZMytW69AMDonX16NIZYpIOB1NVwYrIbewiuaMtynfjGaRjxbgNcl4fDwbmMLAB49o7bxemZuA1up0iK+SPeaRLagt/mZGujWdek77/fSQGmwCM5beKVyRaRyxlvpVAuNrjxnfGf0ugAGiijXYjmNdHHja6hOBQoAPHhENVAurcSqmmVfeGURy9sZDAd9+KH7p3f9XDcSm6hAuc4rUDQDpVwXr0A5vxxD0kC7qPPcQJmsXYECAAcHW2OgNHstlszc3QbKiIUQ+aKsWApE563bboVTezLGYpk8Pv7YRVze45ypetTSFTaZGVOPEc30crpR3QxkoNiMoiiIRCJChhKRLucgqi5AXG2ky3mIqo10OQtRdQFiayOITqdyfPP8k7fWqD4ByipQbGjhNbeuLqAtbaXxdy8vGn5dtlDUF7F4tkQ5RuatgYAXh4bVBbGvn18FANxzYO8MFElielVGMzkoRudkvvv63tkBSz3XeQuvVK5ouFrholZ9cnS0R888qOToaBAnxoLIFxV848Kq/rhI95olLf8k1OVBwOvSdfGd91ebWDhuRKNsgoDXBa9bPTd8Uc/YcbVslZ6dIfLl50yU1jIiXYvlNNJVykCpv8g71OPTTdlvX9tZhVIoyvhDrfrkp95+CH7P7oq+45qReHU1Dlm29hmXGyiVuib6ujDZ14WirOjVhbXIFoqY08bj6UYGyvD+Gyh2XIulFl61K1BWYxnDvyOayoE/1UwgOg+SvxVJ7ckY++OnruNPnr2J3318zrZjmqWWrmoGtFX4PJvMFQ0ZhCJCBorNKIqCXC4n5E2PdDkHUXUB4mojXc5DVG2ky1mIqgsQWxtBdDqV45vnn7y1Rv4JAIzrGSjNt/Aq7yX/qSevGa5CubmZREFWEPS59QWgcozOW/dpFSdFbRFvrwLkObyN14UmDRQj2ngrrbun+yz9Hr/Hpbdkuh01dq7r5Z+U8+hdu9t4iXSvWdpSe/xP9nXt0MUrUC7vYQXKZoOdzowxDFlo46XvoC5rQVN5zoa1QOqNhLNby4h0LZZTT1dRVnSTbLhBCy8A+C69jdfOHJQvvraMhUgKAwEvfuSBA1VfOzsUgNclIZkr6llBZsgXZT1H4/BIoKquB7QqlJcatPG6uppAQVbQ3+3R871qMatVoMyH99dAafZaXNJD5HfrG9Xun6lc0XC4O583+rvNBaIf0CpQFsIp28eYoij42jnVkL9tMrfLTmrp0g1oGwyUHp8b3V7VmHS6WW0VMlAIgiAIgiAIgiCIlnA7ksJiNA23xHD/bO3Q8XFtF2ssU2h69yPfycuYusjz+bO3Db2Ot0A6NtZcC5D7Zko6J/u69MWkveLOKdVAaaYCxSi8TVi1FmdGmdZzUIwtSHHTppGB8ojWxuu565t67oJILGnt7XiAPIdXSy1G04YXK83Cw4qH6vTaH+BB8kljn306V0QqV9zx2mroLbxM5ikQ1vnia0v4j3/3hukWiJVEkjnIijoXG9kl/3YtSP7ZuU19sbgoK/jUk9cAAD/x0EF0e91VX+txSXr1n5VqrFvhFAqygm6vq6qBDpTaeL3QwEA5v6zOxacmQg3vJfw939xIOspcq9fCK+BzI+hTz5PRNl7cTDVbTTGjGVC3IvYbUHPrCdzQ/p6wo72o3Vj9zGqhV/sJeP80AhkoBEEQBEEQBEEQREvg+Sdvmu5DwFd94QtQdz/yBZeVJtp4ybKCeW0X8b9520EAwB8+eQ3ZQrHha/miWzPmAADcO1uqONnL/BMObxFzsckg+UYoioJra6qBcmSkehaJEaY1A2DRaAUKD5BvYKDMDAZw11QIsgJ87dxK3ec6Ed7Cq3LBciDg1Re+9qqNV6MWXkCpisRoCy9utHhdkj72q8ErFzp1UW+/ubmZxC/+7ev4m7O3d7XSMgs3Mge6vYaqCu6d6YfPLWE9nsVVba75yrkV3NhMItTlwb9+62zd1/N2dlaqsW5U5J9U437NQHn19lbde8p5zcw+Ndk4J+rAQDcYA+LZgt6Sqd1JZAuIZVSzdryKgQIAoyFzQfJWA9F5C6+laLppw68SXn0CqO8vnWv8d8R+wq+XQQPVXUYY6XCzmgwUm2GMobe3V8jgL9LlHETVBYirjXQ5D1G1kS5nIaouQGxtBNHplI9vPf+kTvsujh05KMvb6iKKx8Xwi+89htFeH5a3M/j82cZZKFdW1QW046PVzQGj89ahoYDew30/DJSDgwEEvC5k8rK+W9YsRrStxbKIZwtwSQyzQ91W326pAsVAS5TtdF43WhoZKADwyJmdbbxEutcsle34rtSl56DsURsvI2HFg3oFirFF4HJTpvz8VGrjgdRObyvjlGvx449dRL6oVkIYGaP1dHEDZcjgAq/f48IDWlbWM3MbkGUFf/BNNXvixx88iJ46RhtQCpK3YiRe31DnTl4RUk3XoaEAhnq8yBVknFusXfHHA+RPT9TPPwFUzRMh1YTYrxyUcDKHQI/1SsuVrVIeU61zMqqNW6P3c96Oymw1xUjQB79HgqwAy9sZW8fY187vNOLtaDFqhVpjrGQ62VyBEm+/apv9gAwUm2GMobu7u+1vemYhXc5CVF2AuNpIl/MQVRvpchai6gLE1kYQnQ4f34Cx/BMO38m63MQiBV+AOjDQjW6vGx98+AgAY1UoegVKlQB5wPi8xRjDj73tIA6MlLChAAAgAElEQVQNB/C+02NmJZhGkhhOaQt19Rb16mFE29y6+vnMDHbD594d4myU6X7jLbwua9Unk31dCBkIFv4+rY3XS7ciWNlOC3WvWdIWsyf7u3bp2sscFEVRDC2ED5rMQKkVgFypjVegrMezjmpxVIkTrsUnr6zjicvr+r+NVInV08VNr6Gg8QXet2s5KM/MbeKfLq7i6loCQZ8bP/bgbMPX8iD5KxbGQXmAPFBdF2OlVpS12ngVirI+bzUKkOccHCq18dprvvjaEt7860/g08/etnwtLtUJkOeMlgXJG0GfD+qYtNVgjJVyUCIp28bY/GYSl1fjcElMb+nWqjZetcZYxOJnVovyubYTIQPFZmRZxubmJmR570qjWwHpchai6gLE1Ua6nIeo2kiXsxBVFyC2NoLodPj4vrYWx3o8C69bwj0HGldijPc2X4HCDZSDQ+oi2A/dP42xXj9WtjP4/Eu1s1BSuYK+2/p4jRZeZuatf//uo/jmLzy85/knHL5QZzUHxYi2Oa2lztEm2ncBwNSA8RZepfwTY23VJvq6cP9sPxQF+MobK0Lda/ji3WRf1y5dx5vYed+IVK6IrNYap24LL23xzWj+TK2qlkptfFd0riDrbYOcSLtfi7mCjF/98kUApc/ciMlZTxe/FowEyHN4kPwLN8P4b4+r1Sc/+rZZhLoaG6h8HFzfSCBvsp1hpYFSSxfPQXlpvrqBcn0jiWxBRo/PjZkBY5V6uoGyx0Hy2+k8/vOXL0JRgG+cX7Z8LZbmotr3N246rBs0UJqppjgwoH5+85tJ28bY186r7bveemhQv6547st+U+1aLMoKoil7M1BGtHPm9Go/q5CBsgcUCs69adeDdDkLUXUB4mojXc5DVG2ky1mIqgsQWxtBdDqFQgHP3VCrT+6b6Yff07higbfwaiYDhRsovA2L3+PCz7zzMADgU09eRyZfvQrl2noCigIM9Xjr9hNv13nrtNZr/3wTQfKNtF3b4AZKcxkxvAJlKZqGLNevKLi0ohoCRtp3cfQ2Xm+o7Vfa9ZyZIVeQsaa1VeG7vst1NbPzvhHc6PB7JHR7a49jvohnNAOFt+yptmBars3vcaHXr7YJcvrCXjtfi5957iZubCYx1OPDL33vCQDGc4pq6drUrgWjLbwA9VoeDvqQycu4vBpHt9eFH/+ug4ZeO9nXhR6fG/miYqodlqIouL6uGSgjAf3xarq4gXJ2PopilfmLz8Enx3shScYqIfarAuV3/vmqXulxM5xGKmfteuRGwnhoDypQLJgBs4OlChS7xtjXtfZd7zs9ps+5Sy0yUIDd12I0lQMvyBvotrcCpVPzpshAIQiCIAiCIAiCIPad52+oO3Tfeqhx+y4AmOjjBkrzLbxmB0uLYD94/zTGQ36sxjL4/NnqVSh84bnZAPlWcWdZkHy1RT074AHyR2tkxBhlPOSHS2LIFUumQC0u6hUoxg2U77lzDBIDXr+9ZWgHvVmyhSJ+9/G5PQtsr8bqdgaKAvjcEoaqtGs5OtoDxtRFSKMVIEbZ1I0OX93WOPx9mW3hZSQAmVdErHdob/69Zj2ewe89cQ0A8KH3HceJMXW8LRrIQKnHpt7Cy7iBwhjDQ0eG9H//n2+ZMbyozhjDMW1+MmMmbiZyiGUKYGznvaMaJ8Z6EfS5kcgW9Aq5cs4vGw+Q53ADZX4PK1AurcTwue/MAwC8bjUz5OKKtTls2VQLL4Mh8gnrBspMmYFiB0tbaby+uA3GgPecGtUrbVpVgVINPs/2dXvgdtmz9D/cSyHyBEEQBEEQBEEQBLFvyIqC57UKlLcdMWagjGm7We1p4VVaBPO5XfjgO9UslE89ea1qFYqef+JQA+XQcA+6vS6kckXc3EzYfnxFUXBVy0DhLW6s4nZJull2O1J7QapQlHFFOy8nJ4wvRo4E/XrmzmPnVho82zx///ISfufxq/jwF87ZfuxaLG5p+SdagHwl3V63ngNgd5B8xECAPAAMBNTFt7DJFl5GFkxL4cadubC313zi61eQyBZw11QIH7hnClP96lwcTeWRyFrf0b9hMkSe89Ax1UDxeyT8xEOHTL3WSjs73r5rur+7YbWkS2K4b1ZtSflilRyUC1qA/CkDAfIcvQJlM9mwKs8KiqLgo1+8AFkBvvfOMd2gslqxWMpAqdPCK2S1hZe5awUADmim10LYHgPl61r7rvtnBjAS9OtGUTP5bHZjZv40ClWgELbCGEN/f39bB39ZgXQ5C1F1AeJqI13OQ1RtpMtZiKoLEFsbQXQ6jDFs5DyIpvLo9rpwZqrP0OvGm2zhlSvIessZ3sKL84P3TWEi5MdaLIu/fnFh12uvaNUVx2sEyAPtPW+5JKa3ubKSg9JIWziZw1YqD8aaN1AAY0HyNzaTyBVkBLwu/flGeVRr4/XYGyu2n7NzS1sAgFcXoogarLZoFj1zQFvYrna+ju9RkHy4TqutcvjPw8mcobD3WpkH1bSNBJ3fm9/M/GE2v6MZXru9hb99eREA8NF/eQqSxBD0e9DXrWaONKpCqaeLn69hExUoAPA9p8fxQ/dN47/8wBnTrz1mYRzc0FpnHS67b9TTdb/WxqvSQJFlBReXeYC8cdN3qr8LbokhW5ANt7wywxdfW8aL8xF0eVz45e87iTNTPDNrdwWNEbiRMFm3AqUUSG6kKpLPM5YqUHiIfDSFvr6+puf78vZdQKlV2UoLQ+Qrr0X+eQ1ZMJxqMRIsmeB7VcnazpCBYjOMMfh89UtXnQjpchai6gLE1Ua6nIeo2kiXsxBVFyC2NoLodBhjeGlBXZh588EBeAy2l+AGynY6b6k3++1oCkVZQbfXpS8EcMqrUP7wW7uzUK7qLbxqmwPtPm/xIPnzFhbFGmnjAfLT/d3oqpODYRTdQKmzOHuprH2X0SwBzvtOj8EtMVxaieP2dt7Wc8YXSGUFeHpuw7bj1mNJMwYnQiUDpfJ87VWQ/Ka+07n+Qh2vUMkWZCRz1bOGyuGVKpUtvKppE6ECxej88fKtCE595Bv4g2/O7fl7kmUFH/vSBQDAD9wziXsO9Os/41Uoi3WqxID6ukoZKOYWxf0eF37zA2fw/XdPmnod0FwFyqEyc7iergfKguTLzcJbkRQS2QJ8bglHTBjNbpekV5CZyW4xQjyTx6999RIA4GffdQSTfV36pgYrZrssK3qVaL0WXsM9PjCmhp3zxf56x4ym8gAaV7pVY7K/Cy6JIZOXsZ1DU/P9ejyDs7eiAEoGymRZBooRc9huql2LkSYyY2ox2OODxNR7W6NzJiJkoNiMLMtYW1uDLO/fjoD9gHQ5C1F1AeJqI13OQ1RtpMtZiKoLEFsbQXQ6sizjWxeXARjPPwGAoN+DHp8aFm2lCoUH8M4OBqouoPzgfdOY7OvCejyLvyqrQtlO5fVdv0frtPBq93mLGyjWFsXqa7umte86OtJ89QkATA+oC1L1Wnhxo8JM/gmnr9uLh46qbWr+5rk5285ZoSjv2Nn+rSv7ZKDwFl7aona188UXju2uQOELdY0Wwbu9bnRp7Y8iBoLka4VGV9MmgoFidP743HduIVeU8c8X1/b8PX3h1SW8dnsLAa8L/+l9J3b8bKpPXdBvVIFSS1dRVhDRFmGHTbbwagZeibUQSRk24rmBUl5dV+983TnZB59bQjiZw/Wy4PcLWv7JifFe07kUs2VtvOzk956Yw0Y8i9nBbvzEQwcBACfH1c/o+kbCdIu2zUQW+aICl8R2bVQox+2S9NZta9v1x+12Oq9XPPRbCET3lLWFfHVusan5/hsX1qAowF3TfbpBNBpSzaBsQTac8WQn1a5FvYWXBcOpFi6J6UZ5J+agkIGyB7TCcdwPSJezEFUXIK420uU8RNVGupyFqLoAsbURRCdTKMp4dUldxH3b4aEGz94J75tuJQeFB/AeHK4eAux1S/iZKlUoPNtjIuRHr99T93e087ylB8kvxyz10a+n7dq6usB4pMkAec70QOMKFB4gbyb/pJxH71LbeP3Tld05BVa5sZlEtlBaxHrq6sa+tDrhmQPlLXMqzxdfOJ5bi9uao1CqFGm8UMefs2lg93KtFl7Abm18odbpvfkbzR+ZfBFPXFoHoF5reznfJLIF/ObXLwMAfu5fHMVI7848C70CJdo496Ha+4wkc5AVgDF7d8k3YrDHh6EeHxSlVDnXiJKBsvPeUevz97ol3H1AreJ4ab40v/Dqv1MW5qyDe2CgzK3F8WffngegtmfzuVWDczjow0iPB4oCXDBpuPO5aDToa2gSjelB8vXv59xMDfrd8LqtLWPPDKif32KTbbZ4+67v0apPALWClZuAyy1q41V5LdabP5tBlLnWCmSgEARBEARBEARBEPvGheUYkjkZvX636cVv3sZrect8WOsNHiA/WN1AAYAP3DuFyb4ubMSz+F8vqFUoV3j7rjr5J07g8HAAfo+ERLaAm2F7dzHPaQbK0RF7PqMprYXXYp0MlPIWXlZ498lRSAy4Fc3YVrnAq2Lumu5D0O9GJJnDG4tbthy7HpUZKNWYHQrA65KQzBX1RU47KFWKNK4i4It5jSpQ0rkiUlqbLyPGDK9AEX1X9NNXN/SKgHimoH/2e8Hvf7NUmfBvHpzd9XMjJmc9NrUF2IFur+lqjGY5PqYavVcMtPHK5Iu6SXTYRIXdmw+q1ZXlOSi8AuW0iQB5Dq9AmbfJQFEUBR/90gUUZAXffXIU7zw+suPnd4yqv89sxSKfi+q17+KMagbKWgMDxQ4z4MCger0uNah2qUc0mcPzN9TzWW6gACW9ds6tzWA0m8osIlT7WYUMFIIgCIIgCIIgCGLfeO5GGADwlkODcJnMrhhvogKFt/DiO3mr4XVL+Nl3qVUon35KrULhvfKP12nf5QTcLkk3G85baONVD26gHLG5hddKLINcYXe7lfV4BpuJHCRm/bz0+j16DoFdJgdfIL1rKoS3Hx0GADy5x228ZFmpWoFSiccl4ZC2g/6KjW28eKsYYxUoWghxgwoU/nOvS9Lb9tVjuEN2RX/l3MqOf9/YsNcILR03gf/57E0AwEcePalXJpRjpgKlGtxAGdrH9l0cHiRvZBzc3ExCUYBQl8fUYvSbZ3cGySuKos+7ZgLkOYdsrkD5yrkVPHc9DJ9bwkceObnr5ydGVcPhjUWzBoqWx2TIQNFaeDU0UKwHyHN4kHwzBso/X1xDUVZwx3gvZio2YvAWYSvbbWKg6C287B1fI2SgEHbBGMPg4GDbBgdahXQ5C1F1AeJqI13OQ1RtpMtZiKoLEFsbQXQ637muLii9xUT+CWdcC8le3oMWXpz331OqQvmL52+VKlAaLNQ7Yd66Uw+SN7coVk/bViqnL6bYZaAM9/jg90hQlOrVRpdW1HNycCjQVGj9nVM8FyZm+Rjl6G3Fxnvx8HHVQPnWlXVbjl2LzWQWuYIMiZVa3NU6XzwHxcjOe6Nws2PIQAUKXwDdbFCBUm7KVGqopm0kqOqOJHPIF83nG7x+ewuffW6+pS34Gs0f5e27eN7MzU1jLajM8vGvXEK+qODh48N414nRqs/Rq8QaGCi1dOkGSnD/2ndxTpgIkucm1eHhndlZjc7XPTN9cEsMS1tpLEZTWNnOIJrKwyWxhveSavAKlIVICgUL13g5yWwBv/YVNTj+3z18WK8m4jDG8MARtcLCbAXKkgkDRW/h1eB+bqbKrRYzWgXKarJo+R79tSrtuzgT/G+TFlSgVLsW96qFF1WgELbBGIPL5WrrP5qtQLqchai6AHG1kS7nIao20uUsRNUFiK2NIDqZXEHG2VuqgfLgEXP5J0B5BYq5RYpUrqAHz9dr4QWoVSg/p1Wh/NFTN/TQ7eMNWng5Yd6yGiRfTxvPP5kI+Q1VCxj9fXyBtlqLoGYC5Mu5a1rNKXjDhoocRVH093VqIoR3aAbKG4vbe7rYtKQtYI/2+uHRWiHVOl+6gWJTBYqiKPpCnZGwYl6l0ihoOVIjQB6orq2vywO3Vs22aaEK5T/8zWv46Jcu4Jm5TdOvtYtG8wdv3zUe8uN7To8DKLUltJMnL6/jm5fX4ZYYfqVKZQKHV6Bsp/OIZfI1n1dL12ZcPcetrEC5bGAcVAuQBxqfr26vW59vX5qP6Kb10ZEe+D3mTd/xXj98bgkFWbFc9cP5gyevYWU7g+mBLvz0Ow7v+jljDGem+wGoFS/1zm8lvAJjss/f4JnAqHY/X2swP/KWf82YAbxi5Pp6Elsp43o4sUwez15T54eqBkofN1D2PwOl2rUYrjOHNoPeLjHemqyXVkIGis3Isoz19XXIcnOOcLtBupyFqLoAcbWRLuchqjbS5SxE1QWIrY0gOhkFCn7r/Wfww3eP4Mhwd+MXVMB32K+YrECZ31QX4fu6Peg3sKDw/nunMNXfhc1EFtvpPBhrXF3hhHmL996/sGQuSL6eNr19l80tzqa1BdrbkWoVKM0FyHNOa68/t7jddPXBaqy0w/zoaA9Ggn694uepq3vXxkvPPynb8V3rfB030brICLFMAfmi+rkZWdzkzwk3MDnqLf5V0yZJTF+IN2tWrcUyuhFxftne1nZmaDR/fPUc3/0+roeZ37S5hVeuIONXH7sIAPjx7zq4yzQoJ+Bz6+dnscoY5dTStdEGLbw24tmGZh43UA5VfBZG5vs3H+RtvKI4r5mr3FQxiyQxW4Lkb2wk8CfP3AAAfOSRU1XNHFmWUUhu6SaZmYpFSxkoRitQDJi0tTg2GsTRkR4kc0X8yhfPm379Ny+tI19UcHg4gKNV7nWtzECpvBaLsoJoynhrRTPwaj+qQCEIgiAIgiAIgiCIPcLnduGRM+P4v98xbalSgy9SmDZQwo3zT8rxuEpVKAAwOxiwtGu43Tg62gOvW0I8W8BCnYB2M1zTA+Ttad/FqRdSfbHJAHnOHWNBuCR1ga7Zha8LWhuwI8OlHebvPM5zUPaujdfSlvr5GFmw5BUo1zcSVbNlzMKNkB6f29D4GAzwDJRGLbzML66P9FozUMpDvu3MhrGTTL6Ix7X2Xd93ZkxfzLe7AuUzz93Ejc0khnp8O+a/WpRyUMzPJZvaeeI72veTgM+t5yw1OuelChRj945ySjkoYVzg+SdNmL6zg80ZKIqi4GNfvoh8UcE7jw/j3XeM1H0+N4DPmchB4S2seLvNeugtvPYhRN4lMXziA2fgYsBjb6zohqRRSu27xqv+fLKvdS28KtlK5cD3A/R371UFChko+wpj7BBj7CnGWJwx9i3G2Iz2+HsZY1cZY0nG2F8zxsxvTSIIgiAIgiAIgnA49J1pJ7wCZTudRypXMPw6vuDUqH1XOT9wzxQOaIv4x0btNQdahacsSN5sG69a2B0gz5nmLbwqjJ5Mvogb2qLmqSYNFJ/HhSND1sKSK+GmzqmyBdKHT6gLlE9f3Wg6t6AWvIXXZH/jBcvJvi70+NwoyIotYdT1Wm1Vg++GDjfIQDF7XEDNzQHML+y9NF8yUC6vtKeB8szcpt6+6+7pft0IvhVOomiikqwe6/EMfu+JawCAD73vOIJ+T8PXNBMk38oKFKBUjVUvB0WWFVxf1zJQLMxv982qbbCubyT16+yUxQoUoJTfZXXs/tPFNTx9dQNel4SPPnqq4SaGO7Wwe6MtDjP5om6OTprIQNlO55HJF2s+z8p8UI0zUyH86/vV9lv/3z+eN9zuL5Ur6FWE76vSvgsAxrWWZRuJrC3mdDPwzyvU5dHbOtoFhci3jv8OYAHAaQBhAJ9ijPUB+DyATwI4BWAWwC+36g0SBEEQBEEQBEG0EPrOVEbQ50ZACw1vFDxbDg8CNlqBAqhmw688chJBnxuPnJkw90bbGL4oZjZIvhbXtAVI+ytQtBZeFYuzV1bjkBV1N7Idu9fvGLHJQFne3Vbsrqk+9Hd7EM8U8MrCVlPHrwWvnDGyYMkY081AO4LkNxPm2sTwCpRGbZP4IqyZ9jNWw43LK1Dsqsyxm/L2XZLEMNHXBa9bQr6o6AZas/zhk9eRyBZw11QIH7hnytBrpg0GyVeDXztDNrcYMoqeB1RnHKzGMkjni3BLTDfTzdDX7dUD62OZAhhrrmqObwDgFZVmSOeK+M9fVtuz/eTbD+mh9PUwW4HCqy8CXhd6uxrnYfV2ueFzq8vSa3WqUOzM8/jxB8ZxYiyISDKHX/6Hc4ZaN37rygYyeRnTA107DPJyBgNeeN0SFKW+lv1g04bMmFrweTaVKyKZNb6JRQRaZqAwxrwA3gXgNxRFuQXgTwE8BOB/A7CoKMofKYoyD+C3APyrVr1Ps0iShJGREUhSq70peyFdzkJUXYC42kiX8xBVG+lyFqLqAsTWRhBGoe9Mu2GMYdxCGy+9hZfJNizffXIUb3zsPXj0rsYGilPmLZ6DYibvoZa2eCaPZe082F2BwkPkFysqUMrzT6y0gStHkiQ8cFTdUfzGYnMGx4UV9fM8WbZA6pIY3nFsb9t4LfEMlLIKlHrXYilIPtb07w4nVbOCGyON0CtQktm6C5e8hVe1BcBa2qzsjN5O5fUFdL9HDejmLZv2m1q6MvkiHr+4BkBt3wWo1xVfTL++ac/75UbST73jMCTJ2LjiFSjV2uxxauni56lVFSjHDOQBceN9ZrB7105+o/M9z0EBVAO/x9fYWKgFv3/dsJB98+mnrmNpK42JkB8ffOfu4PhyuLYzU2oFzUIkha1UfdMT2Jl/YmRuZozpVaVrsdrjNmJynqmFJEmYHB/Df/3Bu+CWGL5xYQ1fen254eu+dn4VgGpg1tLFGNNN7P3OQam8FiMWDGijBHxudGubWDqtjZf1kds8HgAfAnBT+/cggDSABwE8V/a8FwAcYIxNK4pyu/IgjDEfgPJRFATUEB0eoMMYA2MMiqLsuEk3erwyDMrI44qioFAowO12w+Vy7To2oF7cRh+3+t7t1ARA1+X1evV/O10T11Er9MupmvjjhUIBLpdrxwTvZE38PcqyrI8xxpgQmvj/rMwd7awJsDZ3tLum8ucbHWdO0SRJEmRZRj6f18eYCJqMzh1O02Rk7nCiJk6te7STNdV6vFlN7RxYTTQNfWeq8vhYrx/X1hNY3kpBlmVD7/2mtig6M9AFRVFMa+KfVz2tVv7uqfX4Xs51pybUhcPzSzEUi8Udf8fU+wyq/d1zXVvIGw760Ot366+zQxMPkQ8nc4incwhoC48XtEqPE2PBHe/TyvwtyzLuGFUXJc8tbaNQKMLtNv+3+HYqp4fdnxjr2XGNvePYMP7xtWU8eXkdH3rvcdvH05K2eD2uZYA0+rvnmGZ08YXjZs5TOF4yOoxo6td2peeLCrZTOfR2eao+n+847+/27HqPtcYZXyxcj2cMa3ppPgxFAQ4OBTAY8OLsrSgurWzjxFhw3/92qHU/f/rqOuLZAsZ6/bhrMqQ/5+BQN66sxXFzI4F3HB1qqLXe40VZwTVtjrxjrGfHvFpP04TWtohnoFQbN9XmjqKs6IviQwFP0/chK+fpaNk4kGVZnw/KKeWf9Oz4mZnvTPfP9uNz37kFQG052IxWnoGyvJ1GOpuHz+MypPV2JIU/euo6AOBXHjmJLo/L0NpEj8+NmcFu3Aqn8PrtLTykXWe13mN5HlO1ubmaptGgH7fCKaxspSDLfbveu6IouiHQH1DnA6t/i3NdJ8d78XPvOoLfeXwOH/niBbx5th9joa6q7zFXkPHNS6qB+d6TI3XP33jIj5ubSSxvpVv6nWkzoRpZvGLH7vE0HPThVjiF9VgGB4cCjvrOBOy+fozSMgNFUZQkgN8GAMaYB8DPA/hzAHcAOFf21LD2/6MAdn0ZAPBhAB+tfHBjYwOZjHrRdHV1IRQKIRaLIZ0uOYGBQADBYBDRaBS5XMlN7e3tRXd3NyKRCAqFUklSf38/fD4fNjY2dpyQwcFBuFwurK+vQ5ZlbG9vIxQKYWxsDMViEeFwWH8uYwyjo6PI5XKIRqP64263G0NDQ0in04jFSjtBvF4vBgYGkEgkkEyWXOb91ARA13X06FEoiiKEJq6LMYbBwUFEIqXSXSdrAoChoSFsbGzofyyLoGlkZATFYhEbGxv6GHO5XEJoCofD+hjr6+vD+Pi4EJoAdYzFYjEcO3YM+XxeCE2AOp6Gh4extrYGl8uljzOnaxodHUU2m8X8/DxCoRAkSRJCUy6XQzgc1ucOr9crhKZoNKrPHYODgxgZGRFCE4d/Oe3p6UEiUdpd6WRNezWe4vH27NlONA99Z6o+hoZ71K+x15bDWJ/yNhxDi2sRRFJ5VY+cQiLh7ujvTH1MhsfFsJ3O4/VrS5gIlXapmv1+Mbem/q6ZPq/+Gjs19frdiGUKeOP6Eg4PqYbKhSW1UuRAUNrxPq3M34VCAa7kOrwuhnimgFevLeL+EzOmz9MrN9UFtrGgF7nEFmLFkqaT/QADcHk1jmvLYRydHLLt2rt5ewWx/5+99w5z5DrPfN9TiB3Q6Bwndc9MT+IE5iCSQ0riiGKQg4IlWbq2rJUte6/Xuw66V6u1116t5LS7Dte+3n2c5GvZkmzz2iZFUaISgygxSdSQnJynp3s6oxuNRiPW2T+qTgGNRigAhSrU6e/3PPPMDGK9OFUHqPPV974J7fH+dAyqGqp4ztQf0LIGTukdSPWM08S8NhY97X7TmtoCHqwmszg3MY2tnbm6bv44zS5rr6+kVqGqqqnzC7+qzWVzK0nTmr5zRruy/MhIOxSu4lUAP7gwgwd2d9r+20EU3cLhMJaXc91h//x9bfH9gX29mJ+fM24fateuAj9zfWnd69cyR0zFVKQyKgJehkAmhtnZVVOaWlV9P1iIbxgnoPQ5UzTJoXLtuMjElzGbiJYdp0Z8P4V4Fh4FiCUzmFiIYWtP+4ZxOj+r/b4abGXGfdWeM413eox/b+/IzVm1aOptb0Gb34PVVBavnb+GsZ4WU+P06a9cRCqj4tZtIRzbr817Zs8vDo6EcWUhjhfPTGJPWMtzjV4AACAASURBVC07TpdntP22t3X9Pl9O04DegXJ+agGzQ94N47SSyCCd1XSFA9q5Qa2/xVVVRSwWw65du/DTtw/jqdcncXo2jl/90g/wx+/Zh56eng2aXroWx2oqi/6QH0OBlPHexTR169PZ1NKao+dME7PafW1e7X2sPp46AwquAJiKrALocdU5E4Caz5uc7EABADDGvAD+DoAK4DcA/CO0edR4iP43R3F+G5r3ryAE4FpfXx86OjrEewDQBj0UCuW/NwBtRy6sUAFAd3eu1S7/9r6+vg23M8bQ399vLMj39fVBURTj9kL8fn/R21taWhAMBje8Z3t7O9ra2jbcbocmIFdokEmT0DU/Pw+PxyONJoGiKMZ+KIOm/H0v/xiTRVP+3CGLJiA3d8ikKR+v11v0OHOzJr/fj87Ozg263K6p2NwhgyZxjIn3kkGTQHxHt7S0oLU15zvtZk0Cq8cp/7UIOaFzpvVs7dauHI5mPMb8DpQ+huZT2rzfHwpgx5ahhs0Lbjpn2jsYwhuTUUwlPDiyu3/d46s5vzj/gzMAgP0j3RueY4Wmrd2tODEVRZwF9X2H4+zscQDALbuG0N+/8TOoZv72eDzo7e7CgeEIXptYwkRcwa2ofpwuRbQC3Q1bOtftk0LTjduu4AdXl/DKtVXsHum1bN9L+rRjobPFhx1bhkydM93WGgZwFpPLSawmM2itY5zWVM3+prvNb1pTT1sAq8k4eKAd/f1dGzT19/djOaEVeXZuGTB9frE74QNwEXOxpOl97/iUdlX+W8YHsJbK4rHX5zCxoi1EAvb+dhC/e/I1JTNZPH9B29/fdWTLus9r/9Y08NIUri2l1r1OLXPE2QtaIWl8oAODAwOmNYU6swBOIpbKYiWRRUeL19Q506Le/dTV5sfw4MCGbbTrN97O3nacnY3hwvwatvd1bNj2i/OXAQA3bO/bcJ/Zc6YBxrC7vx3nZmO4Z/8W9Pd316yJMYbRvja8ORlFlAfXzTWlxmky4cM3zkbAGPCbP3LIKGSZPb84tGUFX379Oi4uZ43nlBqnhYRWSC78LMtpGtQ75+Lcu+H1+/r6sKrbb7b5PWhvCdT1Wzx/7uhob8MffuAmvOtPXsALl5bxzYureF9PzwZNzz33OgDNvkscG6U0jQ4uAycXMLmUcPScKcG1Qutwt/b7zurjaaR7EsenYoisZRumSdCI30a1njc5WkBhjCkAvghgDMDbOedrjLHrAPI//R797+lir8E5TwIwjNfEh6MoyoYFLTGIRbaj6O2lvAwr3S5+NNfyno2+vVZN4jWd3PZGaMp/7VK3u1FT/slbvcdBs2gSry0m3XxtbteUf2zJpkn8345tt1MT4Oxx1ihN+bcX6nK7JifmDjvGSfxbNk2FtzfyO9opTVbeXmpbCTlgdM604XaRgTITTZr6rjLyT3rbTD1+M5wz3TDSiTcmozhxfQWPHB6p+PhSv3vOz2gdgrsH2hvye2hrl1ZAubaUgKIouBaJI5bMwO9VsGsgVHRMapm/D20J47WJJbw5uYIfv6n6bT95XVsQPjAcLrqP3b+nHz+4uoRnzszhg7dvt2zfm47m8k8Kj61Sv3v6OlrQ2x7AfCyJszMruHFbV83jJKx1etsDpjX1tPtxdTGOSDxdVFcio2ItrS3M9YaCRbel2HE20KHNC7N6lkKl7+u1VBZvTGpXzN8+2oPZFe2zPDO9UvE4tuN3KwC8cH4OMd2+6+bt3cjPJhnT8zAuza/W/dtE2LntHdx4TJXT1BZU0Nvux3wshYlIHDe0hje8drG5Y8HYb/yO/sbbM9SBs7MxnJ2N4a37BjY8/sKs9t1RbK7J/w1W6XvlT3/yJpydWcHtY70opFpNY73teHMyissL8XXvW0wr5xyffUorcr/35i04MLLeIqvcewptB/XnvDkZrTjHiwyUkc4W0+M60JHLQCm270XiWhdHd7t/3W8XM69d7PZ8fXuHwvgPD+zB7371ND795VO4e3ffuvyWdFbFN05pXRQP3jBU8X1FJtD15TVHz5kiesetsDW0+njq18dsPlZ6rrVSk9W313re5PTZ1m8A2AXgrZxz4Z/0PIC78h5zB4DLnPNJuzeuVooNlgyQLnchqy5AXm2ky33Iqo10uQtZdQFyayOIKqBzpgJE6KzZEPlLek7HWJUB8rXglnnr4IgeJD9pPki+mLZzs1oBZVdeJ4iVbO3WQ6r1fJGTeoD8+ED7hlDnWhEFFKD2IPmTU7lg+2Lct0e7svaF8/NIZrI1vUcxJiPa5zLc2bLhvnL74l49SP7sTH0WkAux6sOKRRC0eG6p1/R7lZKB28W09ekh8smMipVkZsP9hbx2NYKMyjHYEcSWrhYjVHw6mjAVmN0ICnV95Y3rAIB3HhxEYbD7aK/WJTO1nMBaqr59ShRQ9gxWfxyPdGldwtcipYOzC3WJhVcxZk6xZ2B9HlA+sWTGKFDu1D/rQszO9+MDITxyaLjGrVzPjl7te+zyfOUg+a++OY3vX4mgxefBLz+wp6r3EdpuGNHmtMmlNSzEyoeGTy2Vno9KkSugFP8+F0Xa7joD5AWFY/az947hxm2dWElm8H899vq6zosXLy5geS2NnjY/bhvtLnypDQjdUzaHyAPrdS3o+UIiA8VqxHG72ULkHSugMMYGAfwHAD+v/7+TMdYJ4F8BDDHGfp4xtgPArwH4vFPbWS2KomBgYGPl2u2QLnchqy5AXm2ky33Iqo10uQtZdQFyayMIs9A5U3GGw7mrPM1waUELthUBvI3CTfOWKBi8dnUJ6WzlQNVi2tZSWUzo4dG7B4ovMNbL1m5tcVa8jyig7BssXqioFqHr8Fb9KuupZWRMfB75pDIqzulZCfuHim/XgeEO9LYHsJrK4tXLkaKPqYVr+kLdSMGCZaV9URQLThdZOK6GBWNxs5oCivZYESJeiFgw7WnzF12gLqUt6PMgFNQKLnMmFvZevqzVo28b7QZjDKGgz7iCvN7PpRYKdSUzWXz9pGaJ9PDBoQ2P727zo7NVC9UWXXa1IgpptRRQxGcmguQLKTZe8yu5ziUnEcdBsQLKRT1Avrc9gLD+Oefj1Hw/phdQLlYooKQyKn7nq6cBAB+7d8y48MAM+dpCQZ9x8cEbZQrunHNMlpiPyiG2ayZaaj7Qbu+xoBhQbMw8CsN/e+9hBLwKnj83j79/+apx31Nvak29xw4MwKNULpaJAspkZG1DIHojKdRlFLYtKjoVIgooZuZZmXDyl907AHQA+C6ASN6fLgDvA/DLAE4CuATNs9cVcM6RTCZtPVjsgHS5C1l1AfJqI13uQ1ZtpMtdyKoLkFsbQVQBnTMVQSy4LMXTpq68vjSvLYSN9ja2gOKmeWv/UAe62/yIJTN47Wrlroti2i7MxcA50NXqs2Rxqxhb9avbJxa1xdlT18t3elSL0DXa04b2gBeJtIrz+sKpWc7NriCd5egIeo3F5EIUheG+PZrr3rdPzxZ9TC0Iy5zC9620L1rRgaKq3FjcrGYhXHSrzJfqQBELpiW6WsppM66MLrEYm88regHl1rwry8XnUmxBvdEU6vrOuXms6PZdN23rKvocMaddnKu9gJJIZ40CzJ6B6gsoWyt0oBQbL9GB4nQBZa9eiD0/F9tQOBWf6c4SnYtOzfeiA+VShQLK51+8gisLcfS2B/Bz945V9R6F2g7pHYtvXCtdQFlcTSGZUcEYMBA2P64Duk3fdDRR9LOspUhbilJjtrOvHZ94cC8A4DNPnsLEYhxZlePpE1oB5cEbNhYwiyEu7lhNZRFNVO6Cs4pCXUYRuorOwGqgDhSb4Zz/DeecFflzmXP+NOd8N+e8lXP+fs558VJ2E8I5RyQSccWP5mogXe5CVl2AvNpIl/uQVRvpchey6gLk1kYQZqFzpuJ0BL1o9XsA5DIgyr2XXRZebpq3FIXh7l2aH/9zZ+cqPr6Ytgt6oWF3f6hh1mXCwuuafkWvsMraV6LTo1qELsZyVjWvT5i3NQPW23eV+xzu1228vn3GugLKpH7Vf+EV35X2xXELCgVLa2mo+st3tZpfqBMLoWJhtBBx9XQpy55y2vr0Bfm5ClZD6ayKH1zRCoe37cgvoGj7wOnpaNnnN4JCXU++rtl3PXjDRvsuwaixmF5d0S+f87MxqHohtBZLrUodKMXGS1y57nQBZUtXC1r9HqQyKi4vrN9+Mb/t7C/eXefUfD+qd1LOrSQRK2FVtxxP44+/dQ4A8CvHxtFWwgqvFIXaDm7ROvReL9OBIiw1+9oDCHg9pt+rXw+RT2VULK+lN9y/GMt1pNVLuTH7yF07cNuObsRTWfzqPx7Hy5cWMR9LoSPoxZ1jPUVebSMtfg+69G4lO2288nWpKkckbt1nVox+6kAhCIIgCIIgCIIgiOaGMYYhkYNSYZFiLpbEaioLheXsoAiNe8e1jojnzlUuoBTjnB4gv6tB9l0AsEW/uj2WzODqYtywiLGqgJLPIWORsLocFGErtn8oXPZxd+/uhUdhuDC3iqsL1tQ7J2vIHAC0DBlA6wKZr1BsKIXoPukIeuH3ml9aEovmZiy8qkWEG1da2Htzchlr6SzCLT7szlsgFxZWTlh45bPOvutQ6avfd/Zp217JzqkcQuv4QG2F0FwBxfyC8ZzRgdKYBV6zKArD7hI2XkYBpa9x81sthPM6/krloPzpM+exFE9jz0AI77tla93vKSwfy3WgiLloqMq5KOjzGFZ0xS6IWLSwA6UcisLw++89hBafBy9dWsSv/dNxAMDb9w9UNb+JudisxajVrCtsNzgDZWE1WbXlpZuhAgpBEARBEARBEAThKoaMHJTyHSii+2Skq6Wqq2I3A/fu1jpQ3phcNhapqkHkfuxq4AJj0OcxFmvEgvJIZwvCLRszCeolFyRfXQfKiQoB8oJwiw83b9esmJ45W38XSiqjGhYqIyWsw0rR6vdim15QPFtjsUBYcFXbRWB0oJS08Kq9gCI6UGZXys8Lhn3Xju513R37hnKL6arqXCeZsO8a6Ajg5hL2XYA1Fl715J8AucL0tSpyH8S+43SIPJAXJF9gZ3dhtryFl5OUs/GaWIzjcy9cBgB88qG9prI7KrF/qAMK0wocsyW6PqeM/BPzWSuCQb3wOV3k+9xKC69KbO9pw398SLPyEgXBd5q07xIYOShL5eegRrEQyxW2fZ7GLPn3tAWgMIBz1PTbwa1QAaUBeL3Vtce5BdLlLmTVBcirjXS5D1m1kS53IasuQG5tBLHZqff4Fh0olSy8hLf/aK89VxG7ad7q7whi72AInAPPm+hCKdR2bla38GpgBwoAbNWLA0+f0AooVuWfCISuQyNaB8qp61EkM5WzdQDNOuWUXkA5YGK7DBsvC3JQppcT4BwI+pSixYZK+6JYMC9cODaLEVRcZReBeHxFC68yr1tKm9lw45cvRQAAt42uL07s6GmD36sgnspW1VFhFULXk29o9l3vvGGopH0XkF9AidVsJSU6L2otoAj7uFgyg6X4RgsmYON4NUsGCpALks8vJGZVbhQnynWgODXfj5YpoPze184glVVxz+5eHNW7DGshX1tbwGt8DqWC5EUBReSAVMOAXkApll1kdZ5HpTH7ydu34y27NMuuNr8H9+gXGphFHA92WngBOV1iXm3kseVRGHraN18OChVQLEZRFPT29kJR5PpoSZe7kFUXIK820uU+ZNVGutyFrLoAubURxGbHiuNbFFAqLVIIa5vRnsbbd7lx3hILbM+dnS/7uEJtyUwWV3Qbqt39tS28mkVc4f7qFa1rwEr7rnxdW7tb0NXqQzrLTWeDXIusYSWZgd+jmLL6uX+v9nl/98ICEmlzRZqS772kff7DnS0brJfM7It7SlgXmUVYcFV7ZXjOwitVtMtDhMj3lshAKafNjDe/qvJ1HSj5eD2KYel1yuYcFKErrXKj2+qhg+Wvft+h52FEExlEShQvKmEUUGoIkAfWd4kVKzoVjldW5cZV8s3QgSJyb/ILidcicaSyKgJepaQ9npPzvSigFFp4vXY1gieOT4Ex4JPv3FdzNlUxbQcrdOhN6R0X1doJAsCAnoNS3sKr/n3FzJgpCsPvvecwbtnehV96+24EfdV1rg53mvttYiX5uuyyPDPypqiAQtQK5xzxeNwVwYHVQLrchay6AHm1kS73Ias20uUuZNUFyK2NIDY7Vhzfg/pVrsUsP/IRFl5iwamRuHHeEjkoz5+bK7vdhdouz8eRVTlCAa+x+NUotuo5KGKtfb+FBZR8XYwxIyz5uEkbrxNT2uN2D7Sb8snfMxDCUDiIZEbF9y4u1L7hACYjwjJn44KlmX2x3g6UeaMDpbrxF4HzWZUjmigSGl1hAbCcNjMdKOdmY1heS6PF58ENIxtza4zPxeYcFKHrO+fmsZLIoD8UwC3bS9t3AVpotRj/i3PVB8kvx9PGovV4jR0oQPkg+cLxisRTxrFshy1TJcYHtYLZ5YVVo6h5Me97o5QFlpPzvdF5lFdA4ZzjM0+eAgC856YtdXXqFdN2SD9WSnWg1JrHBORZeBUpoIiCqlUh8mbGbKSzBf/083fhZ+/dWfV7CHtRu0PkhS67LM/6O6iAQtQJ5xzRaNRVP5rNQLrchay6AHm1kS73Ias20uUuZNUFyK2NIDY7VhzfQ/pVnpUyUAwLLxuCgN04b92yowstPg9mV5Jlg7MLtZ2fzQXI13qVs1m2dq9fkLO6gJKvy1gkvGYuSP5kFfZdAMAYw326jdczddp4TS6VL6BU2hdFoeBsjXkfuU6R6hbq/F4FHUHNbma+SA5KJQuvctrMFFBe1rtPbtreWTQjYJ/ekXDa5g4Uoesrun3XQwfL23cJii2mm0UUz4bDQXQEa88VEkXOYh0oheMl7Lu62/wNy2iohr72ALrb/OAcODejzWtGgHx/6e8NJ+d70Xkkvt8A4GsnpvHqlQiCPgW/cmxPXa9fTJsoLr8xuVxU81SZ+agSA2Fh4bX++zyeyiCR1kLKrSgI2DFmw4aFl30ZKPm6RHeXVZZnpTCbNyUTzs9WBEEQBEEQBEEQBFEFwsLr+nLpqzyzKsdl3WZqtKf5goCbgYDXgzvGNBuj585WzkER2BEgLxCLswAQCniNq90bQbVB8iev6wHyVRR17t+jdf18+0z5rp9K1LNgCWgL7z4Pw2oqaxRjqqEeq5iePBuvQipZeJVDWHgtxlNIZ9Wij3n5UnH7LoEoLJUrKDaKVEbF0ybtuwTl8jAqcabOAHmBOCYninSgFDK/IjIanO8+AbSi5nhBkLxRQLFhfquFHb3anLgUTyOymkIqo+J3njoNAPjZe8YwGK4+yL0S+4c64FEY5laSmCnIKkllVMzpC/dDNYTID4SKd6CIYmrAq6DVX52VllOI+Xg6mkC2hsJ0vRiZMRZYnpWDOlAIgiAIgiAIgiAIoskZ6tAWKSLxdMksiamlNaQyKnwehpEGLrq7HWHj9ZyJIHmBXQHyQC4DBQD2DoVMXZVfK4f0q6zPzqwgnspUfPwJvQNl//BGK6hSvGVXL3wehquL8Zq6BgRGB0qN+7YvL7elFruqWi28gJwdj7haWrDuivMaFti7Wv3wKAyc5xZf8+Gc4xW9gHLbaPECyt4hrZhweX617pyaanllYsW0fZdgrC8XJF8tIji9HvsuANhSpgOlkGYKkBfk8oC04/nCrAiQb87Ce6vfa9heXVpYxd+9dAWXF+LobQ/gZ49Wbztlhha/x8gHer2gQ28mmgDnWndZLVZbouBTWJhZMIoB/oZ3OlpFXygAr8KQVbkj3Rl2WXj1UYg8US+MMfj97jm4zUK63IWsugB5tZEu9yGrNtLlLmTVBcitjSA2O1Yc3x0tXuOK1FI5KMLeZHtPaR97K3HrvCUKKK9cipQsGhRqO69b3TQ6QB7Quo3E+Flp3wVs1DUYDqI/FIDKc/ZcpVhcTRkWcvuGzH8ObQEvbh/tAQB8uw4bL5GBUixzwOy+WE8OinGlcw2FDrG4N1/QgSKKHn6vgrYSV5yX06YozOhsKHZl9LXIGqajCfg8DDduLV6gEJZOap6lkx0wxvDMBa3z6Z03DJouFNbVgVJngLygXAZK4XiJcWmqAooRJF9g4VWmA8Xp+V6M+/GJJfzRN88BAH7l2DjaA966X7uUNtGhV5iDkm8nWMvnIboZ5mPJdZ1ji3o3Wi3F1GLYMWYehRkFIbtyUPJ1LcZqn5eroV8v4FEHClEzjDF0d3e77kdzJUiXu5BVFyCvNtLlPmTVRrrchay6ALm1EcRmx4rjm7G8RYoSNl5iQXGHTfZdbp23xnrbMNLZglRWxUsXF4s+Jl9bJqvi4ryegVImI8AqvB7FsGzb14ACSuGYHTIZJH9Kt+/a3tOKUJX5EffpNl7PnDHf9ZOPqnLDY7+YhZfZfXF8oPbAdMNrvwarGMPCq6BLRFw93VvmivNK2vp1O6C52MbC6kt698kNI2G0lCnQ7NULS6dszEFJZzmePR8BYN6+CwDGekUIerwqyyDOuWUWXqJLbGJxbYMtXeF4iQ4UkVfTDOzRg+TPTq8gspoy9sOxMh0oTs/3O/QCyv/4+lksxdMYH2jHe2/eYslrl9ImclAKLQ6njAD52qzDetu0rg3O1y/IG3lIFtlR2TVmoqg9aVMOSr4uYYHYaAsvI28qRgUUokY451hZWXFVcKAZSJe7kFUXIK820uU+ZNVGutyFrLoAubURxGbHquNbLKqX6kC5OKcVUMotglmJW+ctxpjRhfJsiRyUfG1XFuNIZzlafJ6a8zeq5eGDQ+ht9xvbaRXFxsy4yrpCkLzoUKmlK+b+vVqQ/EuXFrCarGwVVsj8ahKprAqFoWjegdl9URQKzlbZgZLJqojE0wBqu9JZdImIxT6BmSvOK2kTC3uz0Y0Le4Z9V4n8E4HRmWNjDsp3zs0hmsigLxTALRW2L5+Rrhb4PQpSGbWqK95nokksr6XhUVjdWR9i4Xwtnd2Qa1M4XnNNaOElConT0QRem9CKWMPhIFr9pbs5nJ7vx/QCykpCmz8++dA+eD3WLPGW0nZoJNeBkn+fUUAJ1/Z9oCjMyC+ayctBWcyz8LICu8Zs2OYOlHxd9WRTVYNh4RVNuu43T61QAcViOOdYXV2VbgciXe5CVl2AvNpIl/uQVRvpchey6gLk1kYQmx2rju8hfbHmegULL2F10mjcPG8dHe8FUDoHJV/b+dlc90kj80jy+eRD+/DKp95e1K6qHoqNmdkg+RNT2v0HhqsvoIz1tmFbdyvSWY4Xzs9X/Xxh3zXYEYSvyKKp2X1RLBxfmIuVDF0vhiieMKbljlSLWNxbKFhsN3JVylw9XUmbWNgrZi3zyuXy+SeCfbql02kbO1CefOM6AOCdBwarshz0KAzbe7QOkGoydUT3yY6eVgR99QV0B7weDOg2TIU5KIXjJca4WULkASAU9BnF4KfemAYA7KzQXef0fL8j73vt7l29uM/C4nIpbXuHQvB5GBZXU4ZtF5DrtKhnfhaWUMUKKFYVA+waM/E5XLexgLK6uopsVq3LWrEaRKF6LZ3FasrerCinoAIKQRAEQRAEQRAE4TpEB8r1JrHwcjN37eqFR2G4OLdaNMcgn/wCip3YZZUjLLwuzq9ieS1d8nEnr4sA+eoLKIwx3K/beH27BhuvyaXS+SfVsKWrBaGgF+ksr1gwykd0jojQ9moRFl6FIfJWXHEu8hQKrWVmVxK4OL8KxoBbtjdXB0oqo+LrJ2cAAA8dHKz6+UYOShVB8iIwvV77LsFWk0HyRgZKE1l4AcD4gDafPa2PQ71dOY1GzL+MAZ98aK8t82PA6zH2lzfy5gvxHVyrhRegFYOB9R2ldgWiW43dFl6CpbU0hItfLYXtamgLeI2cqtmovTqdggooBEEQBEEQBEEQhOsYLGPhlcqomFjUCgF2WXi5mY6gDzdu1QoHz50t3xFxTr9y3e4Cil10t/mNUOwTk8WLCol0Fhd0i7j9Q+Ga3uc+3cbrmTOzVV8RLTpQRrrqK6AwxnBUv3JdLOCbYSFWX6FDPK/Q7smKK85LWXi9elmzZtozEEK4tXxmzfhACIxp3RJ2hCS/cH4e0UQGPa1e3Ly9eLh9Ocb0xf5qguTPTGvFlj0D1uQKiWNmokIB1shAaSILLyAXJC+Kpjub/HtjtLcNv/7Ifvz39x7GgeHa5qBaOKjbeL2eNzdOWVDQFd/nM3nHm9UWXnYhupnssvASiM+rI+iF39v45f7NFiRPBRSLYYyhpaXFdcGBlSBd7kJWXYC82kiX+5BVG+lyF7LqAuTWRhCbHauOb+G3PlXkKs+JSBwqB1r9HsNbvdG4fd4S+SLPFclBydd2Tu9A2S1BAaXUmB2uECR/ZnoFWZWjp81vWBdVy51jPQh4FVxfThh2SmYRC3OlMmiq2RePHdA6Hp4+OW36/eu9MlzYyyzECi289ADkMovrlbQZFl4FHSgvXzJn3wUALX6P0blmRxfKE8enAADH9vXVlGMh8jCqsfA6awTIW3McbzE6UNYXUPLHS1VzGQ3NFCIPbPwcKnWgNMN8/9G7R/HjN1kTHJ9POW0HR7S5UXSgcM6Ngm59Fl56BkoDO1DsGjPxOUyV6I61GqFr0cilsufYKjXXygoVUCyGMYZwOOzaH82lIF3uQlZdgLzaSJf7kFUb6XIXsuoC5NZGEJsdq45vowOliH3EpbmcfZdd84jb5y1RQHnhwjwyBXkYQpvKcxZeuwessf5xklJjdlAEyU8WD5LPt++qdbyDPg/u2tkDAPjmqdmqnissvEp1oFSzL963pw8+j2bfJsa2Egt1BoGLBdHFeApZNdd9Y+aK80raDAuvgquiRf7JrSYD2vfqVkWNzkFJpLP42gmtePWe23bUtD+N6t0SF+fMFVCyKjcKKOMWHceiA6XQwit/vCJ5491stkyFnTiVMlDcPt+Xo5y2Q1vWB8lHExkjA6PWKM1m3AAAIABJREFUEHkgz8JrXQaKKKhaV0CxY8yGdCuzpXgaq8lMQ98LyOmK2Gx5VqrbT1aogGIxnHMsLy+7MjiwHKTLXciqC5BXG+lyH7JqI13uQlZdgNzaCGKzY9XxLTJQFldTSKTXh5gKK5tRG21Y3D5vHRwJo7PVh5VEBj+cWF84ENquReJIZlT4vQq21mkf1QyUGjOxSHh8ongHyskpvYAyVJ/90YM3aN0ff//S1Q1Fq3Jcq3DFdzX7YkfQhzt39gIw34ViWHjVuLDZrfvzcw4sxXNdKGZet5K2vnZtXphdSRiPiSbSRtHLTAcKkMsGOd3gDpRvn57FaiqLkc4W7AwrNc0fogNlanltw1xYjKuL2nEc8CrYblFG1Nbu4hko+eMlrlTvavXBV0OnTSMZ62sz8nzaTHQuun2+L0c5beMDIfg9CpbX0phYXDO64brb/GjRMzFqYaBYiLxhFWhNR4VdY9YR9CEU8AIondFmJUKX6OCzu4BCHShETXDOsba2Jt0kSrrchay6AHm1kS73Ias20uUuZNUFyK2NIDY7Vh3f4RYfWnzagk1hDsqlBa2AIhYW7cDt85ZHYbh7l7aQXmjjJbSJ/JOx3raarIaajVJjJnz+J5fWNgSdA8CJKa2wUkuAfD4/cmQEPW1+TC6t4asnzFtoiQ6ULWUKKNXsi8f2DwAAnj5hLgelXmsdr0dBp55DspCXg2ImA6WSNrGol0iriOlXf3//SgScA9u6W42F2krs1TMxGt2B8rhu3/XwoUEkEoma5o/uNj86gl5wDlxeqNyFIgLkdw+0G0WDesl1oMTXacgfr/kVbXxr7VxqJEGfBzt6tCLQzv72il0Kbp/vy1FOm9+rYN+QVlx8fXIpL/+k9gB5IL+Aos23iXTW6GzptqgDxc4xM2y8bAiSF7pynYHUgdII3P+LhyAIgiAIgiAIgth0MMaMLpTrhQWUPAsvwjzCxuvZc8WD5IXFk6wB8oJQ0IcxvXvp9YIg+azKja6EA3UWUII+Dz50x3YAwJ8/f8nUwl40kcZKQisM1BsiL3hAL6D8cGJp3RXgpVgwkVVSCWHTJbpOOOdYEJY9dVxx3uL3GFd/CxuvV6rIPxEIC69zM7GquoOqYSWRxrdOa/Ztjx4aqvl1GGMYFUHyJmy8rA6QB4ChcAsY0wpX8wXZNgIjQL7J8k8EomhWKf9ks2NYHF5bNgooQ3XYdwE5S85YMoNYMmMUU30eZhzPbkIUlOwMkl9c1TJQ7OpA6acOFIIgCIIgCIIgCIJofoTX+HR0/SKFExZeMnDvbq2A8vq1JcNPPZ9cgLz7808qIYLkXy+w8bqysIp4KougT8Fob/0LrR+6Yzv8XgXHJ5bw/SuRio8XC3JdrT60+q1ZWBzoCOLIVk3v109W7kIRXSO9dSzUieKLKJrEU1kk0qp+X30LgMaV0XoBxQiQN5l/AmjdKi0+D5IZFZcX4pWfUAPfODWDZEbFWF9b3XZw1QTJWx0gD2idCSLHojBIXjBfZ3ZOo3nr3n4oDDiqF5KJ4hzSg+Rfv7aMKf3ihZE6AuQBoD3gRZtuATYTTazrRnNjzkyuA8XOAor4zGwKkTc6UBrfZdMMUAHFYhhjaGuzL6jQLkiXu5BVFyCvNtLlPmTVRrrchay6ALm1EcRmx8rje7Bjo01GPJUxgmjttPCSYd4aDAexZyAEzoHvnM91oQhtuQB5Oa7QLjdmwsarMEj+hJ5/snewwxL7o75QAD92ZAQA8BfPX6r4+MkK+SdAbfvisQO6jZeJAooZq61KiA4U8Vri74BXQWuZLAUz2npDuSD5RDqL169pRbBbq+hAURSGcb0L5UyDclAe/6Fm3/XooWEoilLX/CHmuksmCijClsyqAHnB1q6NOSj54yU6gpq1gPLum7fgxG89iB+9caTiY2WY70tRSZvoQHlzcjkvj6k+Cy8AGNC7UGaWE3k2gdbtK3aOmZifJ22w8BK6xGfWY1sHijZe89SBQtQCYwyhUEi6SZR0uQtZdQHyaiNd7kNWbaTLXciqC5BbG0Fsdqw8voWFV34GyuV57ernzlYfOlvtWUgA5Jm37h3fmIPCGEN7e3uugCKJhVe5MTu8VQ+Sv7Y+dFiEkdebf5LPR+8ZBQB87eQ0rlTIsBD5J+Wu+K5lXzy2Xwu0/96FeUQT6bKPnbfCwkvvMhF2T/mLf+W224y2/rwCyvGJJaSyKvpCASPjwiz7jCB563NQIqspPK9b5T16eLju+UN0212ci5V9XCKdNTpqhGWVVYgclIm8DpR8XcLqpzdk37xcLWaD0GWZ74tRSdvu/nYEvApWkhm8eHEBQPmCrllEB9PMSgKLhp2fdfuKnWNmp4WX0CWK0PV28JlFdKAsrKYaZnPYTFABxWI451hcXJQuSIp0uQtZdQHyaiNd7kNWbaTLXciqC5BbG0Fsdqw8voWFV34GimHfZWP3CSDPvHV0vB8A8Ny5OUML5xynrkxjNZWFV2HYLkm2TLkx2z8UhkfRrpqfzrMoOal3oNRruZTP+EAIR8f7wDnw1y9cLvtYo4BSJv+kln1xV387dva1IZ3leObMXMnHpTKqkcFST1ixuLJcLJSazVUxoy3fwivfvqvahdM9RgHF+g6Ur56YRkbl2D/UgV397XXPH6MmO1AuzMWQVTk6gl4MdFjbCZILks8tGufrEsWyvibtQKkGWeb7YlTS5vUoRv6T6CqyooAiguSnl5NGNpKVeR52jtmwnglzfbnxBRShS9gh2pWB0t3mh8IAznMFcJmhAorFcM6RSqWkm0RJl7uQVRcgrzbS5T5k1Ua63IWsugC5tRHEZsfK4zsXIp9bpLisX8E/avMivyzz1i07uhD0KZiJJnF2RruanXOOc3puwvaeVvi9ciwllBuzFr/H6LQRFlBArgOl3gD5Qv6N3oXyD69OYDleugNEWHiV60CpdV88dkDrQnn6xHTJx4irnD0KQ0fQV9Xr5yOKLwsFHSiVFv/MaOvL60B5+bJWQLl1R1fV2yg6NBrRgWLYdx0eBlD//CEKKJF4umh+kUDkn+wd7LD8Svwt3RstvPJ1zQsLryYNka8GWeb7YpjRJiwOBfVmoAC5AkphBopV2DlmRgbKcgKq2tj345wjkUwion9v9NiUgeJRmGHHJwppMiPHrx6CIAiCIAiCIAhi0yEyUPItvC7OOdOBIgtBnwd3jPUAAJ49O2vcfmlBWxTdDAHyAiNI/pqWgzK7ksDcShIKs97+6O5dvdg7GEI8lcUXXrla8nFmLLxq5dh+LQflmTNzSGayRR8j7Lu62/xQ6siAEQujRgElZp39jPDmn46u4QdXIgCA20Z7qn6dvXoHysTiGmLJTN3bJZiNJvDiJc366JFDQ5a8ZqvfaxSUywXJi26acQsD5AW5DpTiIfLCwkuGDpTNzkF9bgQAb95Cej0M6h1R+QUUu/I8rGYwHARjWseeHd0ZK4kssnqhxq4OFCC/20/+IHkqoBAEQRAEQRAEQRCuRPiML6ymkEhrC76X5rWuCZEJQFTPvbv7AADPnc0FyV9a1BZIZAmQN4MISxYdKMK+a7S3zXRWglkYY/jo3VoXyudeuIx0CU95owOljIVXrRze0on+UACxZAbfu7BQ9DFWLWyKq6SF7YyVmQdiUe/VyxGsprIIBb2GHVc1dLX5DZsrK4Pkn3zjOjgHbtrWia3d1eWylMOMjddZXcceiwuAwPoQ+cKr7lWVG/tOs4bIE+Y5tCXXgTIYDsJTRzFVYFh4RfNC5G3K87Aan0cxspjsyEGJrGkF3lDQa2uHaH7elOxU9akyxt6m/60wxm4q87jbGGMH6t04N8IYQ0eH9a2QTkO63IWsugB5tZEu9yGrNtLlLmTVBcitjZAbOmeqjJXHd7jFh6BPO62d0XMqREDyDpstvGSat+4d1wooL19exFoqC8YYJpY1e5BdkgTIA5XHTHSgvDGpBcnnAuTDRR9fL+86Moy+UADT0QSefP36hvuTmSxm9YWqSiHyteyLisLwgN6F8vTJmaKPEQWPejtFDAuv1UILr/KL62a0iQ6HZEYrQt2yvavmBV5RaLCygPL48fX2XYA188dYnyiglA6SF7Z8ewas7yQbDAeh6Ffdi04loWtpLW1cIW9XyHUjkWm+L8SMtp197WjxaUVkK/JPAGBA76CajSYb0oFi95gZNl4NLqAwxpBi2udkd8eO0YESpQJKIX+n/x3I+3cxbgXwWzVtkcthjKG1tVW6SZR0uQtZdQHyaiNd7kNWbaTLXciqC5BbGyE9dM5UASuPb8YYhoyw1gSW4ilj4cVuCy+Z5q2dfW0Y6WxBKqMaVkMX5rXClEwWXpXGbM9gCH6PgqV4GlcX4zgx1Zj8E0HA68FP3bkdAPAX37m4watfWNUFfUpZm5Z69kWRg/L1kzNFvfsNq606ffbF9i/F08hkVdMWXma09ReEo9862l3zdu4zguStyUGZWIzjtatLUBjw8MGcfZcV88dor1bcFDaGhUQTacMCrhEFFJ9HMebjCb1TSuhaWNUKsF2tPvg87jfDkWm+L8SMNo/CcMOINg9aZSeYn4GSswq0rlvJ7jETBZRJGwooqxlNk532XUBe3lSMCiiFLDPGdgO4HYCfMXYXY+xWxtjnGGM/mve4XgBvWraVLkJVVczPz0NVi7fbuhXS5S5k1QXIq410uQ9ZtZEudyGrLkBubYT00DlTBaw+voXv//RywrCuGegIoC3gteT1zSLTvMUYw73jvQCA587OYTaawPJaGgrLXeUuA5XGzO9VsG9IW2h+/doyTukFlP1DjSmgAMAHb9+OoE/Bm5NRvHRpcd19wr5ruLOl7CJgPfvinWM9CAW8mFtJ4od69ks+ZsPeK9HZ6odoClnMK3xWuoLajLauVv+6jpPb6yig7DEKKNZ0oHxZ7yy6Y6wH/fqCMWDN/DFWwcLrnB4gP9gRRLjVV/P7lKMwB0Xomo1q+64s9l0yzfeFmNV2yw7tuLKqK7E/FABjQEblmFjU9h8rCwJ2j5koLF1fbmw+iKqquDKjfVf02Hx8ibwpsvDaSBzAQwA+DaAfwGcA/CWAwwD+mDH2TcbYLgBvA/AdKzfUTWQy1oWLNROky13IqguQVxvpch+yaiNd7kJWXYDc2gipoXMmE1h5fA/qBZSp5TVcXtAWDu227xLING/lclDmcH5Ws/3Z2tWKoM/a7A+nqTRmh3QbrxcvLuCSvn/tb1AHCqAtGL77pi0AgL94/uK6+65VESBf677o9yq4b28/AODpExttvBb0K41767Rh8igMXa3aayyupozXNbMAWEmbR2FGISbgVXBwpLPs48uxV7fwOn09uqEjqBaK2XcJ6p0/chZeq0W7h3IB8o3rItuSl4MiyGQyxhXqshRQALnm+0LMaPuF+3bij95/BD991w5L3tPnUYzONrH7Wm1JZeeYDYvfJjZkoDTC8swMuRB5KqAUwjnnf8Q5vwfAJc75/QAYAA7ghwB+CcCXAewC8C1Lt5QgCIIgCIIgCKL5oXMmm1nXgaJb18jUJeEUd+3qhUdhuDC3imfPzQGQK//ELCJI/vHjU+Bc625q9CLwz+hh8t84NYuLc7k8C7EQt6UBAfL5HDNyUKY33Jez2qr/MxB2XfMrKaOzxaoFQGHjdWRrZ12hyjv72+BRGKKJDKaj9V1Jfn52BaeuR+FVGB7UrdKsZKSzBT4PQzKj4nqRbRUB8nsbWkBZ34EimNf3m96QPAWUzU4o6MOPHBmxtNtzIM9+z6MwhFsa0yllB0M2ZaAAQGRNs8iz28KLQuQLYIw9yBj7ZwBbKzzUq/+Z4JzL18dGEARBEARBEARRBDpnco78DJSLunWN3fknMhJu8eHIVu3K/S++PAFgcxZQRJD8SkK7crmR9l2CnX3tePs+rQvkr164ZNwuLLysyhwoxX17+uDzMFycWzW6jwRWWXjlv8ZEJG4Evlu1ACiC5Oux7wK0XJqdekH29PX6bLyeOK7Zd9073oeuBix0ej0KtnVrHSD5hTeB0YHSgPwTwdbujR0oAIxMiz6JOlAI6xnMs7XravVBUdybMTNiZKA01sILACJx7fvJqQyU2ZWEJR16zUw1ZfhXACwyxo4wxj4EIMwY+6B+HwPwMIDHAfwmgBbGmPXldBfAGENXV5d0QVKky13IqguQVxvpch+yaiNd7kJWXYDc2gipoXMmE1h9fIsOlOsOW3jJOG8JG6+oXjzYPSBXAcXMmO3qb0dLnm1ZI+278vno3WMAgH/6/jVE9KKFCCMerlBAqXdfDAV9uGunloFT2IWysGqNhReQ62I5q2dzBH0KWv3lLeLMavvwndtx184evPeWSjXtyuzRbbxO1REkzznHE4Z919CG+62aP8b6tGO0MAeFc258znZ0oIgMC6FrwehAsXeBt1HION8LnNQ2EM4VUKwuBtitS8zT87Ekkplsw96HMYaY1oBiu0WeKKAk0ipiSXkt7QCTBRTO+Vc555+F5ue7E8A7ALQDOAbgKQCip2qcc/55AM9B8/3ddDDGEAgEpJtESZe7kFUXIK820uU+ZNVGutyFrLoAubURckLnTOax+vgWGSjXl5y18JJx3hJB8oJGXrnuBGbGzKMw3DCSK5ocGA7bsWm4Y6wbB4Y7kEir+LuXrgDIFVAqdaBYsS8eO6DbeBXkoCwKC6+2+hfqevUFUtHl0tNWeZvNanvr3gH8/cfuMDoi6kEUHM7UESR/YiqKi/OrCHgVPLB/Y+3cqvlDBMlfnFtfQJmLJRGJp8FYYzvJRAFlcmkNqsoNXXOigCJJB4qM873ASW0DocYWUOzU1dXqQ9CnLbtPNzBInjGGpTVnOlBa/V606xZustt41ZKB8hiAnwEwxzn/ac75JwB8D8Bvc87FHnEawI0WbqdrUFUVMzMzUFW5uvFJl7uQVRcgrzbS5T5k1Ua63IWsugC5tRHSQ+dMFbD6+B7WLbwWVlNYTWWhMFiyaFotMs5bh7Z0orM150E/2mP/59pIzI6ZCJIH7LHwArRFsY/do3Wh/M33riCRzuK6bgUzUiEDxYp98YF9WgHlhxNLmNHzNNZSWaymtCupuy3oQOluW9+BYmbxz4njTBRQ6rHweuJ1rfvkbfv6jQXHfKzSJewLLxZ0oIjiz46eNgR95bt86mGwIwivwpDOcsyuJA1d8yvaPiSLhZeM873ASW2D4dz+YUWRNh+7dTHGjC6UyQbmoKiqijl9jra7gAJsniD5qpO0GGNeAB4A/07cxjn/GOf8P+U9bBpApP7Ncyey+r6RLnchqy5AXm2ky33Iqo10uQtZdQFyayPkhs6ZKmPl8d3Z6kMgLyR6pKsFAW/jFgjLIdu85VEY3rJL60IZDPktDQtuFsyM2SE9SL494DUyJuzgoYNDGOwIYm4lib964RJSWRUKW58TUIp698X+jiBu3KYVjr5+UutCEfZdfo+CkAX7ggiRn4km1/2/EnYfZ3v1otmFuRhSmeoXX1WV48t6/smjh4ZLPs4KXTkLr/UZKKKAsqfBXWRej4KhTm3/FEHynHMjRL5PohB52eb7fJzS1t/RuA4UwH5d4gKPqQbmoKgqx5IeIu9Eh1ffJgmSr7aA0g4gCmARwL8yxhKMsTnG2GuMsScYY7/HGHsbgMc4579h+dYSBEEQBEEQBEE0N3TOZDP5V3kCwGivXDkdTnNsv9aJsH9Qru6TarhvvB8HhjvwoTu22xpq7Pcq+Km7dgAA/t9vXwCgX+Hvqfpa2Jo4pltNPa0XUBb1LJaedr8lNjg9BQukTlw9bYbhcBChoBcZleNCkXD2Srw2EcHk0hraA17cv7e/AVuYQ3SgXIusrctdEAWU8Qbmnwi2dGpzxYReQFE5x8KqXBZeRGMYbHABxW6G9WLiVAM7UKKJNLJ6XairzVf+wQ1gs3SgVHXJAOd8vPA2xlgrgH4AewDcC+DPAPgZY+/lnL9iyVYSBEEQBEEQBEG4ADpncobBjqARmiwyAAhreNfhYQS8Cra0yB0QW45wqw9P/rt7HHnvD962Df/Pt84ZAb2V7Lus5NiBAfzuV0/jexfmEU2kjSBwqxY2ewoW05t1cZ0xhr2DIbxyOYIz0yvYV6WN2xN698mx/QMNtc8CgN52P0IBL1aSGVxZiBu5RXYEyAtEDsq1RW3ReHktg6yqrfCa7TIiNif5BRQZ9hVxcUcjCyiisN0e8DrSfdtPHSjm4JzHOeeXOedf45x/CsA+AP9xs54IMMbQ09MjXZAU6XIXsuoC5NVGutyHrNpIl7uQVRcgtzZi80HnTOtpxPE9FM4tuuxwKKdD1nmLMYZ3HBjEnm2DUmpr9jELt/rwvlu2Gv+vFCAPWKdrZ187dva1IZ3leObMHOZjwmrLmkJHYSHGTGHGqTHboxceTk1Hq3peJqviy6/r9l2HS9t3WaWLMYbRvvVB8qrKcXZG65wZb7CFF5DLoLoWWQNjDKpf257OVh98NnVPNRo3zB214qS2zlYf/LolZyNC5O3WZRRQGhgiv7Cq2XcVdvTZRa4DpXEam4FGzVy/2qDXbXoYY/B4PNJNoqTLXciqC5BXG+lyH7JqI13uQlZdgNzaCEKHzpmsLKB05gooo33OWHjJPG/Jqs0tuj7ylh0Qm2imA8VKXccO6DZeJ6aNK517LVqo622vrYDixJjtHdS6ToQVllleurSI+VgSna0+I0+oGFbqEl14oitvIhLHWjoLv1expcBsdKAsxcEYw2Jc656SJUAecM/cUQtOamOMGUXi/lDlrKdqX9tuXSM2dKBE4jlrRScQxzV1oOgwxj7OGPsIY+z/YIz9FGPsZxhj79HvSzHGZhhj0wCuAZD7UyuDqqqYnZ2FqlYfLNbMkC53IasuQF5tpMt9yKqNdLkLWXUBcmsj5IXOmczRiON7MJxbVHbKwkvmeUtWbW7Rtb2nDY/o4eMHR8IVH2+lLpGB88yZOVzXr6K26srwjqAP3rxMmcKCSjGcGjNhfXX6enUFlCeOTwEA3nnDkHFlfTGs1CVyoC7qeS2i6LOrr92W/JwtXXoGyuIaVFXFxal5AM1r0VYLbpk7asFpbb/+yD58/OhO3Ly9y9LXdUJXvoVXowLs5/XChVOZMaKof3421jCNzUA1M+d/htZqfhDAb+v//oR+33HO+QDnfJBzPgRA3k+MIAiCIAiCIAiiOHTO5BBDum+636OsC5QnCFn4/fccwj9+/E68Q+8IsYvDWzrRHwoglszgqTc1KyqrLLwUhaErb9Gvu615F9hF+Pp0NIEl/YrvSqQyKp56cxoA8OjhoYZtWyHCwkt0oIgCyh4b8k+AXAfK1NIasirHQlyzGOoNNe/4Es3DW/cO4P9+5154FPd39wh70Xgqi+W1dEPeQ3QGOlVAuWlbFwJeBdeXEzg/G3NkG+ygmgLKNc75Jzjnv6b/+9fy7tvDGPuW+GPxNhIEQRAEQRAEQbgBOmdyiP3DHfAqDEe2dUqx6EIQhQR9Hty6o9t2Wx1FYXhA70KZiYoMFOsW6vJ9+53y8DdDR9Bn2PGcNmnj9fy5OSyvpdEfCuD20Z5Gbt46Ci28zszYW0AZ6AjC52HIqBwz0QQW9YwGMx1GBCETQZ/HmNcmG2TjteBwASXo8+D2MW1+e/bsnCPbYAfVFFDKXSF1BcD/CeAX9T8EQRAEQRAEQRCbDTpncojhzhY894n78bmP3Or0phCEdBwr6HqxstCRX4xxysPfLPuGtAKE2RwUYd/18KEhWwu7o3oBZWE1heV4OteBYkOAPAB4FGZ0Al6LrOUyUKgDhdiE5Gy8GhOyLgooThagj473AZC7gOKt4rHlZvteAD9t4nHSoygK+vv7oSiN95W0E9LlLmTVBcirjXS5D1m1kS53IasuQG5thNTQOZMJGnV8O23dJfO8Jas20mWOO8d6EAp4sZLUFsKtsvACgB7dtivoU9Dqr7xE5eSY7RkM4RunZnF6Olr0/ngqgx9eXcKrVyJ49UoE37ugZX88eni44mtbqast4MVARwAz0STOzKwYnSh2daAAmo3XlYU4JpcSWM1qX3kyZaDIOncA8mpzStdwZxBvTC7j+nJjOlBEiLyTFnlHx/vwaQAvXVxEPJUxNZe7jWoUlbuaag3Am8idCLyl5i1yOZxzZLNZMMZsb61tJKTLXciqC5BXG+lyH7JqI13uQlZdgNzaCKmhcyYTyHp8y6oLkFcb6TKH36vgvr39RkeFlVc6C9uZHpP5J06O2d7BDgA5C6/ry2t49XIE37+i/Tl5PYqsuv5r4MjWTty4tbPia1uta6y3HTPRJL55agYZlSMU8Bp5DHawtasVwAKuReKY1a3f+iQqoMg6dwDyanNKl7i4o1EWXsJasavVuQ6UnX1tGOlsweTSGl66uIj79/Y7ti2Nopqy242MsVnG2ByAI/rfhWz6IETOORYWFsC5XB8F6XIXsuoC5NVGutyHrNpIl7uQVRcgtzZCauicyQSyHt+y6gLk1Ua6zHNMz0EBrLXaErkYZl/TyTHbq3dwnJiM4i2/8y3c+dvfwi9+4TV87ruX8cbkMrIqx3A4iEcPD+O33nUAX/7Fu/HYz99larHWal0iSF6E2I8PhmxdNBZB8hOROOZWNOsimTpQZJ07AHm1OaVrONw4C69nzszi/GwMXoVhvL/d8tc3C2MMR/fIbeNVTQdKJ4AE5zzLtFlXAeDT73sSwBEAqv5/j3WbSBAEQRAEQRAE4QronIkgCCm5f28/tnS1oKvVb6k9y0CH1hXRH7KvO6JWRnvb0Ob3YDWVxeTSGhQG7BvqwC3bu3Dzjm7csr3LcStBgQiSv7oYB2CvfRcAbOlqBQBMLK4hEtdD5EPNnXFDEI0gl4FibQdKJqviM0+eAgC890gfBm3sMCvG0fE+/P1LV6mAAmAYwJcYY3/COf8rxlgPgCSABIAvAfgB5zzOGPMB+IcGbCtBEARBEARBEEQzQ+dMBEFISXsDgUH8AAAgAElEQVTAi2/88lH4PNbmB7zz4BAuza/i4UNDlr5uI/B6FPzPD9+M168t4/CWThzZ1on2QHN6/Y/pHSgCuwLkBaID5cRUFFn9gn+zNm0EIRPDnVphw+oCyhdfmcC52Rg6W3z4yG3Oz5937eyBV2G4NL+KKwur2N7TVvlJLsLUNx9jrA/A0wDSAJ7Qb/5LAD/HGGsF8EsALjDG/hbAMQA/0YBtdQ0yeQTmQ7rchay6AHm1kS73Ias20uUuZNUFyK2NkA86Z6oOWY9vWXUB8mojXeYJ+jzwKNa+bnvAi088uBcHhsOmn+PkmN2zuw//9v5duHt3r+XFEyt1jfaut/OxuwNla7fWgRJLZgAAnS0++L1yhZLLOncA8mpzQteI3oEyE00gk1UrPNoc0UQaf/D1swCAX3rbLoRbfBWe0XhCQR9u3t4FAHhOwi4Us7PXCoA/BvB2zvkcY+wggO0Afp9zHuecvxfAGIBvAPgMgGcasbFuQFEUDAwMQFHk+mIgXe5CVl2AvNpIl/uQVRvpchey6gLk1kZIC50zmUTW41tWXYC82kiX+5BVm9W6tnS1wJtX7LK7A6WvPQB/XrdSb0iu7hNZ90NAXm1O6eptD8DnYVA5MLOStOQ1//Tb57GwmsJYXxs+dOeOphkvmXNQTH26nPME5/wPOOcr+v/fAPAWnpe8wzlf45z/Def8CIAfb8zmNj+ccySTSSnDlkiXe5BVFyCvNtLlPmTVRrrchay6ALm1EXJC50zmkfX4llUXIK820uU+ZNVmtS6fR8G2Hq0LpD8UQFebvfkjisIw0pXLg+ltlyv/RNb9EJBXm1O6FIUZ+SRW2HhNLMbx19+5DAD41EP74FVY04zX0XGtgPLdCwtIZrIOb4211FyeEicGJe6brvV13Q7nHJFIpCl2XCshXe5CVl2AvNpIl/uQVRvpchey6gLk1kZsHuicqTiyHt+y6gLk1Ua63Ies2hqhSwTJ223fJdiyroAiVweKrPshIK82J3UNh60Lkv+dp04jlVVx965evHVvf1ON1/6hDvSFAoinsvj+5YjTm2Mpzvf3EARBEARBEARBEARBEARhGXsHOwAAN4yYz5exki1drca/ZetAIYhqEDkok3UWUF69vIgn37gOxoBPPbyv6bJqGGO4d7ecNl5UQCEIgiAIgiAIgiAIgiAIifjYPWP4rz96A37u3jFH3l/mDhSCqIbhzvo7UFSV49NfPgkA+IlbtmLfUIcl22Y1suagUAGlAXi9Xqc3oSGQLnchqy5AXm2ky33Iqo10uQtZdQFyayOIzY6sx7esugB5tZEu9yGrNqt1hVt9+NAd29HZ6kz3xxaJM1AAefdDQF5tTukSBZTrS4maX+Px41M4fm0ZbX4PfvnY+Lr7mmm87tnVC8aA09MrmF6uXW+zQQUUi1EUBb29vVAUuT5a0uUuZNUFyKuNdLkPWbWRLnchqy5Abm0EsdmR9fiWVRcgrzbS5T5k1Sajrq3dOQuvgY6WMo90HzKOl0BWbU7qGurUQuRrtfBaS2Xxu189DQD4hft3oT8UNO5rtvHqavPj0JZOAMBzEnWhNMenKxGcc8Tj8aYI77ES0uUuZNUFyKuNdLkPWbWRLnchqy5Abm0EsdmR9fiWVRcgrzbS5T5k1SajrvwOlB7JOlBkHC+BrNqc1DVSp4XXXzx/EdeXExjpbMFH7x5dd18zjtfRcflsvKiAYjGcc0Sj0abaca2AdLkLWXUB8mojXe5DVm2ky13IqguQWxtBbHZkPb5l1QXIq410uQ9Ztcmoq689gK5WHzwMGA4HKz/BRcg4XgJZtTmpa0jf/6OJDFYS6aqeOxtN4M+evQAA+MSDexD0edbd34zjJQooz5+bQyarOrw11kAFFIIgCIIgCIIgCIIgCIIgLIMxhs995Fb84Y/tRnebXB0oBFENoaAPHUEtp+R6lbkg//3ps4insjiytRPvOjzciM2znMNbwgi3+BBNZHD82pLTm2MJVEAhCIIgCIIgCIIgCIIgCMJSDo6Eceu2Dqc3gyAcZ7gGG68TU8v4h+9PAAB+/ZH9YIw1ZNusxutRcPfuXgDAs2fksPGiAorFMMbg9/tds1ObhXS5C1l1AfJqI13uQ1ZtpMtdyKoLkFsbQWx2ZD2+ZdUFyKuNdLkPWbWRLnchqy5AXm1O6xIFlB9cXUIyk634eM45PvPkKXAOPHJoCDdv7yr6OKd1lUK2HBTWTB5pVsAY6wCwvLy8jI4OqnITBEEQBEEQchONRhEOhwEgzDmPOr09RPND50wEQRAEQRD28ZuPn8DnvnsZABDwKrhxWyfuGOvB7aM9uHFb54Zsk6+fnMHH/r9X4fcq+OYvH8XW7lYHtrp2ZqIJ3P7Zb4Ix4NVPvR097QGnNwlA7edN1IFiMZxzrKysNFV4jxWQLnchqy5AXm2ky33Iqo10uQtZdQFyayOIzY6sx7esugB5tZEu9yGrNtLlLmTVBcirzWldH717FI8cGkJPmx/JjIoXLy7iD79xDh/48xdx6Defxvv+5/fwP54+gxfOzyOaSOOzXzllPK9c8cRpXaUY6Ahi72AInAPfOT/v9ObUjdfpDZANzjlWV1fR1tbWdO1T9UC63IWsugB5tZEu9yGrNtLlLmTVBcitjSA2O7Ie37LqAuTVRrrch6zaSJe7kFUXIK82p3Vt7W7Fn3zwJnDOcWEuhhcvLuKlS4t48eIC5laSePnyIl6+vAh86zwYAzgHetv9+IX7dpZ9Xad1lePonj6cnl7Bs2fm8CNHRpzenLqgAgpBEARBEARBEARBEARBEARBNBDGGHb1h7CrP4QP3bEdnHNcml81iikvXVzEdDQBAPi1d+xBKOhzeItr5+h4H/7Xsxfx3Lk5qCqHojRXgacaqIBCEARBEARBEARBEARBEARBEDbCGMNYXzvG+trxgdu2gXOOq4txzMdSJYPj3cIt27vR6vdgPpbCyetR3DASdnqTaoYyUCyGMYaWlpama5uqF9LlLmTVBcirjXS5D1m1kS53IasuQG5tBLHZkfX4llUXIK820uU+ZNVGutyFrLoAebW5RRdjDNt72kwXT5pZl9+r4K6dvQCAZ8/OObw19cGaLWSmXhhjHQCWl5eX0dHR4fTmEARBEARBEERDiUajCIfDABDmnEed3h6i+aFzJoIgCIIgCKLR/O2LV/Dr//ImbtvRjX/4+J1Ob07N503UgWIxnHMsLy9DtsIU6XIXsuoC5NVGutyHrNpIl7uQVRcgtzaC2OzIenzLqguQVxvpch+yaiNd7kJWXYC82kiXMxzd3QcA+P7VCKKJtMNbUztUQLEYzjnW1taadsetFdLlLmTVBcirjXS5D1m1kS53IasuQG5tBLHZkfX4llUXIK820uU+ZNVGutyFrLoAebWRLmfY1tOKsd42ZFWO756fd3pzaoYKKARBEARBEARBEARBEARBEARBWMq941oXiptzUKiAQhAEQRAEQRAEQRAEQRAEQRCEpRzdoxdQzsw1badMJaiAYjGMMbS1tYEx5vSmWArpchey6gLk1Ua63Ies2kiXu5BVFyC3NoLY7Mh6fMuqC5BXG+lyH7JqI13uQlZdgLzaSJdz3DHaA79XwdRyAudnY05vTk0wt1Z+SsEY6wCwvLy8jI6ODqc3hyAIgiAIgiAaSjQaRTgcBoAw5zzq9PYQzQ+dMxEEQRAEQRB28eG/fAnPn5vHf3p4H/7NPWOObUet502OdqAwxoYYY88yxo7k3TbNGON5f151churhXOOxcVF17YklYJ0uQtZdQHyaiNd7kNWbaTLXciqC5BbG0FUi2znTbIe37LqAuTVRrrch6zaSJe7kFUXIK820uUsR12eg+JYAYUx9r8ATAG4t+CuTgD7AHTpf+6zd8vqg3OOVCrV9DtutZAudyGrLkBebaTLfciqjXS5C1l1AXJrI4hqkPG8SdbjW1ZdgLzaSJf7kFUb6XIXsuoC5NVGupzlPj0H5aVLi1hLZR3emupxsgPlUwBG829gjAUABABc5Jwv6X/caY5GEARBEARBEARRP3TeRBAEQRAEQbiWnX3tGOlsQSqj4sVLC05vTtU4VkDhnM9zzi8X3NwJIAHgC4yxNcbYc4yxEfu3jiAIgiAIgiAIwnnovIkgCIIgCIJwM4wx3CtsvM64z8bL6/QGFNAJIAjgmwB+FcBfA/hvAD5Q6gl5V18JQgCgqipUVRWPAWMMnPN1LU2VbhfPr+Z2zjna29uN1yt8bQBQFMX07bVuu5WahI729vair+1WTUKXCM4sfLxbNYnbQ6EQOOfr7nOzpvxtFMeYqqrSaKp17mhmTUJHtXNHs2vKf7zZ48wtmhRFu64i/xiTQZPZucONmirNHW7UJCj1He1mTaVur1dT4TYRm4KqzpsYnTPZMi/U8run2TXl3y7j+QVg7nePmzSZ/d3jRk2AvOcXpX73uFmTeDydM7lDk7i90ne0GzUJHaXmDrdqErrccs50dLwXX3zlKuZjSce+c2s9b2q2AspFAMOc8+sAwBj7MwB/VOE5nwTwnwtvnJubQyKRAAC0tLQgHA4jGo1ibW3NeExbWxtCoRAikQhSqZRxe0dHB1pbW7G4uIhMJmPc3tXVhUAggLm5uXUD0tPTA4/Hg9nZWeO2WCyG/v5+ZLNZLCzkWpMYYxgYGEAqlUIkEjFu93q96O3txdraGqLRqHG73+9Hd3c3YrEYVldXjdud0AQAra2t0mmScZz6+/vh9/sxN5er6sqgKX+cYrGYdJoAYHV1VTpNjDG0t7cjmUxKpWlgYABer3fdcSaDpnQ6jVgshlgsJo2m/OMpFotJpwkAEomEdJrEOMXjcek0WT1OKysrIDYd1Z430TkTnTPR+UWJ+Tv/d48smmQ/Z5L5/EJGTXTO5A5Nm+X8or29XcrzCzdoestYF776s4cRbvFidnbWke+nWs+bWGGFx24YYxzAjZzzHxa57xiAf+Gct5Z5frGrqa5FIhGjAmdnde3E7Al84mufwOff/Xn0tPeYrqKVur1ZKoaqqiISiaCnp8d4fbdrErqWlpbQ1dUFxpgUmgQLCwvo6uoyro5wuyaxjdlsFpFIxNAmgybOuXGMdXV1wev1SqEJqG3uaHZN+Zg9ztyiSVEUZLNZLC4urtPldk1m5w63aTIzd7hRk6DUd7SbNZW6vV5N0WgUXV1dABDmnEdBSAmr47yJNdk5U62/e0rd3izzgqznTAIZzy/M/u5xkyazv3vcpkm8tqznF9WuTbhBk4DOmdyhSdwu6/lFubnDrZqELjpnMn97redNTdWBwhj7twDezTl/q37TNgCXyz2Hc54EkMx7DQAwfiQUvP6GL6Jytxc+v9LtYMAH/v8P4MTcCTz6pUfxtQ99DaFAqKr3bPTt1WrKvz2bzTq67Y3QBACZTAaMsaKPd6smVVWRzWYtOQ6aRZN4bfFjJV+b2zWJ1xa67Nh2uzQBzs8djdAEOHucNUqTuL2YLrdrcmLuaLQmJ+YOuzQJ7PiOtltTI24v+duUkBZW5XlTM50zidub4XdPI+YFp3/3NGquk/n8wonfPY3WJPM5E+D8cdao3w5Ork3QOROdM+XfLuv5hV1zB50zNec5U7ntrUSznW09A+AuxtgjjLE9AH4JwOcc3aIqUJiCv/3Rv0VnoBPfu/Y9PPz3D2M1tVr5iURFsmoWlyKXcHz6uNObQhAEQRAEQRBO8wxcfN5EEARBEARBEG6hqQoonPMTAD4O4E8BPA/gGwD+wNGNqpLDg4fxxYe/iHAgjOevPo9Hv/Ao4um405vleu78yzsx9sdjeMfn3+H0phAEQRAEQRCEo8hw3kQQBEEQBEEQbsDxDBSrYYx1AFheXl42/HzthHOOVCqF12Zfw7HPH8NKagXHdh7Dv77/XxH0Bm3fHqsQuvx+f9F2qEaSzqbh/69+4//Z38hCYdbU/pzU1Uhk1QXIq410uQ9ZtZEudyGrLkBubVYTjUYRDocBykAhTNIs50yyHd+y6gLk1Ua63Ies2kiXu5BVFyCvNtJFALWfNzVVB4oMMMYQCARwx9Y78NRPPoU2XxuevvA03v0P70Yyk6z8Ak2K0OXEwZjMJvHJuz9p/H9qZcqy13ZSVyORVRcgrzbS5T5k1Ua63IWsugC5tRHEZkfW41tWXYC82kiX+5BVG+lyF7LqAuTVRrqIeqACisWoqoqZmRmoqoq3bHsLnvzgk2jxtuAr576C9/3T+5DKppzexJrI12U37f52fPZtn8XOrp0AgAuLFyx7bSd1NRJZdQHyaiNd7kNWbaTLXciqC5BbG0FsdmQ9vmXVBcirjXS5D1m1kS53IasuQF5tpIuoByqgNIB8W7SjO47iiQ88gaA3iMfPPI4PPvZBZNSMg1tXO07bve3q3gUAuBCxroACOK+rUciqC3CHtmQmiff/0/ux7Q+24V9O/4up57hBVy3IqguQVxvpchey6gLk1kYQmx1Zj29ZdQHyaiNd7kNWbaTLXciqC5BXG+kiaoUKKDbwtrG34Z9/4p/h9/jx2KnH8OF//jCyatbpzXINJ+dO4vLSZYx2jgIAzi+ed3iLCKI86Wwa73/s/fjSiS9hIjqBH/vSj+EXnvwFrKXXbN2OhfgCbv3zW/GZ5z5j6/u6GfrhQRAEQRAEQRAEQRAEQQiogGITD+56EI+97zH4FB+++OYX8fvf/X2nN8k1fPzLH8foH43i5amXAVjfgUIQVvPdie/i8TOPI+AJ4MOHPgwA+LNX/wy3/vmteGPmDdu24/Ezj+PVqVfx2e981vbijVtIZ9N44eoL+C/P/hfc+9f3ouUzLfj3X/33Tm8WQRBVkFEz+MIbX8Di2qLTm0IQBEEQBEEQBEFIBhVQLIYxhp6enqLhPY+MP4IvvedLeGDsAfzibb/owNbVTjldjebswlkA/5u9846Oqur68DOT3hMSUggJJQGCVAlVegcRBQUbWADFhljwFTsfdlSkWxAVfbGggog06b2H3kkjIQnpvSdzvz/yzkAgZcqdmcz1PGu5Vph7yv7NOXNmvPvuvWFUq1GAvDVQrKnLnChVF9iGtv7N+/PzvT+z6v5V/Dj2RzZP3EygeyBn08/S7ZtuLDm85JZIB3PoOpp8FICi8iI2x2yWbVxDaGjrJUkSp1NPM//gfO76+S4afdKIPt/3YdbOWexJ2ENpZSnfHf9Or1SLDU2bXAhdtsWsnbP48NiHnEs/Z21TZEffNXtj2xs8vPph4fwUCGwIpZ7JStUFytUmdNkeStUmdNkWStUFytUmdAlMQThQZEalUmFnZ1frxh3bdiz/TPwHN0c3C1tmGvXpMhe5JbmkFqYCMDJ8JFCVwkuuNDvW0mVulKoLGq42SZLILs7W/fuB9g8wqnWV029o2FBOPn2SO1vdSWllKdM2TmPMyjFkFGXo2ptDV1RKlO7vPy/8Kdu4htBQ1uuHEz8wYfUEguYG0fGrjrz0z0usv7yegrICfF18GX/beL4a9RVeTl7kl+Vz8trJesdsKNrkRuiyLX489SOLjiwirSjN2qbIjr5r1iO4BwAHrh6whFkCgUAGlHomK1UXKFeb0GV7KFWb0GVbKFUXKFeb0CUwBeFAkRmNRkNaWhoajabWNtpNXamptGg6H1PQR5c5uJh5EYBA90A6B3YGILc0V7Y0HdbSZW6UqgsapjZJknhx04v0/LYnSXlJNbbxd/Nn3UPrmD98Po52jqy9uJZOX3Vie9x2QH5d5ZXlnLh2Qvfvvy/9rVdUhdwYouv3s7/z3PrnzGLn4iOL+fn0z6QWpuJi78LwsOF8MuQTjk09Rtp/0vht/G881fUp/m/A/7H8nuU0925e75gNcS/KgdBlOyTnJ5OQm4BapSYyMJL0wnRrmyQr+q7Z2LZj0byj4fLzly1kmUAgMBUlnsmgXF2gXG1Cl+2hVG1Cl22hVF2gXG1Cl8AU7K1twL+VvNI8whaGkVmUSdp/0vBz9bO2SQ2SixlVDpQ2vm1wcXAh2COYpPwkYrJj8HX1tbJ1AkEVmcWZrLm4hoTcBPYl7uP+dvfX2E6lUvFCzxfo37w/D616iAsZFxixYgQx02MI9giW1aaz6WcprSzFy8kLL2cvbg+8ncyiTALcA2SdR07u/6PqfevZtCePdHpE1rGfuP0JRoSNYEjLIfRs2hMne6ca273YU6QA0ocKTQXv7nqXqZFTaerZ1Nrm/Gs5ePUgAK28W/H8puf59cyvnHz6JG0bt7WyZbWz8fJGgjyCdA9FyIFaJZ4HEggEAoFAIBAIBAKBeRD/x2klPJ08CfYIxtPJk/Pp561tToNFW/+kjW8bAMIahQFVabwEgoaCn6sfux/fzYqxK2p1ntxI58DOHH3yKE92eZK3+r1FiFeI7DZp6590bdKV2OmxrHlwTYN2nhSUFej+7hbcTfbxn+r6FO8Neo/+zfvX6jwR6M9Pp37ivd3vETIvhC+PfMnlTPHkvzU4kFiVsqp7YHfySvMo15Sz/vJ6K1tVO+fTz3Pnz3cyYPkAckpyTB7vcuZlen3bi/+e/C9QFQ2Ykp9i8rgCgUAgEAgEAoFAIBBoEQ4UK7L2obVkvJpB32Z9rW1Kg0Wbwqu1b2sAwnyqHCiJuYlWs0kg0BKTFaP7u5l3MyZ0nKB3XzdHN5aOXsrb/d42h2nVHCh2ajuzzCEnWmdpY9fGRPhFyDbu4aTD7E/cT15pnt59Tlw7wbwD84jNjpXNDqXR2rc1fUOrvrue3fAsGy5vsLJF/04OJlVFoEQGRPLBwA848uQRXrnjFStbVTvalIW5pbksPrzY5PG+OvoVB68eZOXZlVzKvESTz5vQ6atOstVJEwgEAoFAIBAIBAKBQDhQZEatVuPv749aXf9bG+oVir3aNrKoGaJLTrQOlDZ+VREoHw3+iJyZOczsM1OW8a2ly9woVRc0HG2fH/ictkvasurcKpPG0dZEmn9oPuM2jGPXlV1ymFfNgaIlNju21hot5kLf9dKl6/vfZ10uZu2cRe/verPyzEq9+/xny394efPLbIreVGe7hrIX5UYfXb1CerHr8V3M6j8LgENJhyxlntEobb3KKst0n/NhbYfRLqBdtc97Q2RPwh7d3/MPzq8WeVYTda1ZcXkx35/4HoCnuz5Nc+/m5JXmkV6Uztn0s/IaLhAIZEdpZ7IWpeoC5WoTumwPpWoTumwLpeoC5WoTugSmIN5dmZEkicrKSoOefpQkibLKMjNaZTrG6DIVjaTRpYXRpvAKcA/Ay9lLtjkM0fXyPy/z2JrHZJvbnFhjvSxFQ9C25PASZmyeQbmmnHPp52QZ81jKMfYl7mNn/E5Zxlt852LmD59P75DeAMz4ZwZhC8NYcmSJLOPri77rpXWWxmbH8uWRL2Wb39/Nn6aeTQ2KahnVahSjWo0ixLPu1GoNYS+aA311qVQq7gi5A7ANB4rS1utU6ilKKkrwcfYhzDusmq6U/JQGV1BekiSdA8XF3oXM4ky+Pvp1vX1qW7Pfzv5Gdkk2zbyaMTJ8JI52jvQJ7QPAjrgd8gsQCASyorQzWYtSdYFytQldtodStQldtoVSdYFytQldAlMQDhSZkSSJzMxMvTfud8e/o+XClry36z0zW2YahuqSg6t5VymuKMZebU8LnxZmmUNfXZlFmcw7OI/z6ecprywHqp5+XXVuFaUVpWaxzRSssV6WwlraSitK2RS9ial/T2XaxmkAvN7ndd7q95Ys40/uPJl5/efxeKfHZRmvZ9OevNDzBYI8goD/pfJS2Vn8pqq+63Uh4wIAyfnJPLvhWYNSbtXFD2N+IPGlRINSJb7Y80XWPbyO0W1G19lOqZ+zunR9e+xbXt/6OlnFWQB0D+4OVDm+GtoN+5tR2npp65/0aNqDrKwsna5FhxbRYkELPtzzoTXNu4X4nHiS85NxUDvwydBPAPjswGd1fofWtWZfRX0FwNTIqbo0hQObDwRge/x2uc0XCAQyo7QzWYtSdYFytQldtodStQldtoVSdYFytQldAlMQDhQrY6eyIz4nno3RG61tSoNDm9InzCdMl+qsQlPBc+ufY8SKEfWm/pCTw0mHAbiSewUHOwcA1l5cy7jfx9Hr214Ws0NgWTKKMvjhxA/c99t9+H3qx8ifRvLNsW8AeKnnS3ww6ANdCi5TGdB8AA9GPEgz72ayjHczYyLGkPpKKt/c/Y1ZxjcVbQQKwLjbxln0822r7Lmyh8WHF1OpqbTIfMXlxby9420+3vcxv539DQBvZ29dhKD2nBRYhgNXqxwovYKrfwdF+EVQWlnK11Ffk1aYZg3TakQbfRLZJJKpkVOZ0GECK8etxMneyeCxTlw7wcGrB7FX2zPl9im61we1GATArvhdFvtcQFXEbLdvujFh9QSdc1EgEAgEAoFAIBAIBMrANgpwKJgR4SMAiEqJ4lrBNQLdA61sUcPh5vonAPZqe1aeXUlmcSax2bF0DOhoEVsOXq0q1KtdL4DSylKCPYIZ1WqU7rXyynIWHlrIg+0fJNgz2CK2CeTlYsZF1l5cy9pLa9mfuB+NpNFda+LRhNGtR3Nv23sZ2nKobM4Tufnl9C+UVZYxLGyYLgLFxcEFFwcXK1tWMxpJoysif3HaRVr7tpZtXLXK+OcEEnMTKassI6xRmCz2yEmlppLxv48ntTAVF3sXpnSZUn8nE/ny6JekFKTQzKsZk2+frHu9R9MeXMy8yKGkQ4xqPaqOEQRyov1e6tG0R7XXh7QcQrcm3TiSfIT5B+fz4eCGEYmyN2EvAH1C+uBo58iKe1cYPZY2zd+9be8lwD1A93qXoC54OHqQXZLNydSTdAnqYprRehKTFcPR5KOcSTvDD2N+sMicAoFAIBAIBAKBQCCwDCICxQwYclM1wD1AV/S1voLF1sbSN4uv5l0Frtc/0TJ7wGy+Gf0NQe5Bssyjjy5tfv8ewddvVD3a6VGuvHiF1/q8pnttw+UNvLLlFULmhfDk2icyqdcAACAASURBVCetGkLXUG/uy4E5tb2y5RVe3foqexP2opE0dA7szDv93uHIk0dIfCmRr+76imFhw8xiQ0xuDAsOLWDjZdMi0j7Z/wmP//V4rXUpMosyTRrfUOp7r5LykigqL6pK1+ctX7q+j/Z8RJO5Tfh478cG952zdw6h80OZvWt2ne2s9Tnbn7if1MJUAGbtnEVxebGs49+sq6CsgI/2fgTA2/3extHOUXdNey7aQh0UpZyLqQWpxOXEoUJF9ybdq+lSqVS82fdNABYfXkx2cbbB41doKnh+w/MM/GGgbNFg2giUmtLp3eiovpmb1yyvNI+fTv8EwDNdn6l2zV5tT79m/QDL1kE5lnIMgE4BnXQRswKBoH6UcibfjFJ1gXK1CV22h1K1CV22hVJ1gXK1CV0CYxEOFJlRq9UEBASgVuv/1o4MHwlU3XxvqBijy1Q+HvIx2TOzebX3q9Vef677czzR5QkauzU2eQ59dGkkje7GYM+mPatds1Pb4ebopvu3u6M7fUP7IiGx7PgylkYtNdlGY7DGelkKc2u7r+19DAsbxuKRi7ny4hWOP3Wc2QNn07VJV5OiGepDrVazK20XL29+me9PfG/SWMNaDqNfs34656yW8spy+n3fD//P/HUOSnOjz3ppo83CfMJwsHNAI2lkSYNzIfMCKQUpRjkybw+6HYDdV3bX2saan7M1F9bo/k7KT2LR4UWyjV2TrkWHFpFRlEGYTxiPdnq0WnutA+Vw0uE6b4RbGyWdi9rok9sa34aPq88tuka3GU0H/w7kl+Wz+PBig8Yuryzn4VUPs/jIYnbG7+Tvi3/LYvN/x/6XecPn6Qq9A+SU5PDqllfp/k33GlNu1bRmK06toLC8kLZ+benfrP8tfbRpvHbEW86BEpUSBWCxiBeBQAko6Uy+EaXqAuVqE7psD6VqE7psC6XqAuVqE7oEpiDeXZmRJInS0lKDbtjd2epOADbHbNYVKG9oGKNLDrydvfFz9TPb+Proupx5mZySHJztneng36HO8Qa3HMzuSbv5fNjnAMzYPIO47DhZbdYHa62XJTCHtl9O/0JibiIAj3d+nH8m/sNz3Z8j1CtUtjnqQ5IkugdWFeTel7jPJH1zhs5h1+O7aOrZtNrrWueERtJUuwFvTvRZL229ozZ+bdibsBePjzzov/zWG6OGoi1MH+EXYXDfXk17Yaey40ruFa7kXKmxjbU+Z5IkseZi1fqNiRgDwEd7PzIq0qC28W/UlVuSy6f7PwVgVv9ZujpQWjoGdMTZ3pmckhwuZ16WxQa5WXdpHfeuvJeRK0ZaPALLHHQO7MyCEQt4occLNe5DtUrNG33fAGD+ofl6R5GUVZbx4KoH+f3c77rX5KrR1rVJV17s+SKNXBrpXrNT2bHs2DKiUqJqjMK9WZskSXx5tCp919Ndn67xSSttIfndV3ZToamQxfb60EagCAeKQKA/Sv2tqlRdoFxtQpftoVRtQpdtoVRdoFxtQpfAFIQDRWYkSSI7O9ugjdutSTd8XXzJLc3VFYVtaBijy1zkl+azM36nLBE7+ujSPunbtUnXW24c1sYLPV+gb2hfCssLmbJ2isWfym5I6yU3cmuLy47j4dUP03JhS/JL82UZ0xgkSSLMJQwHtQPJ+clcya35pr2pjI0YC8CfF/40y/g3o8966eod+bYh2COYovIiLmVeMqkItCRJ1RwzhuLh5EFkk0jgeuqhmuawxuessLyQLkFd8HP144cxP9Devz05JTnM2TdHlvFv1jX/4HyyS7KJ8Ivg4Q4P39Lewc5Bd+O4oaTxSslPobSiVPfv/Yn7+fPCn2yK2cTUv6fa/NnYzLsZ03tM58nIJ2vdh+NvG0+rRq3IKs7iq6Nf1TtmaUUp438fz+rzq3G0c2Rm75lAVXpRc32HeTh5MH/EfNY9tE73MMmN3KxtX+I+zqSdwcXe5ZZIKC2dAjvh4+xDflk+UclRZrH7Zhu1DpTIoEizzycQKAWl/lZVqi5Qrjahy/ZQqjahy7ZQqi5QrjahS2AKwoHSALBT2+mKk5ta+0ApXMy4yLD/DuPNbW/ecu1k6kkG/jCQ5zY8ZxFbaqp/Uh9qlZrv7/keVwdXdsTv4IsjX5jLPIGJZBVn0bNpT3qH9MbDycOqtrjYu+huRGsLLhvKxYyL5JXm1Xp9bNsqB8qu+F0N5kn8cbeN472B7zGq1ShCvUJxtnemrLKM+Jx4o8dMKUghvywfO5UdYT7GFYHvF1pVS6GuNF7WwN3Rnd/H/07KjBQ8nTz5cFBVkfAFhxaQlJck61xZxVl8frAqom72gNnYqe1qbKerg3LV+g6U+3+/n+DPg9kSu0X32kPtH+Klni/hoHZg9YXVfHf8OytaaBns1Ha83ud1AOYemEtJRUmtbUsqSrjvt/tYe3EtTnZOrH1wLe8OfBdfF186BHQw+ax4b9d7LD+xnNyS3FuuPdrpUUa1HqVX3l5t9MlD7R/C29m7xjZqlZoBzQcAsD1uu/FG60l8TjzZJdk42jnSzr+d2ecTCAQCgUAgEAgEAoFlEQ6UBoL2ycsN0Q23DoolOZ12mi2xW9gWt+2Wa9qboQm5CZRVlpndFm0Eys31T+ojrFEYnwz5BICZW2cSnRUtu20C04lsEsmBKQfY+uhWa5sCQO+Q3gDsS9hnVP9xv4/D62MvtsbWrKelT0s6BnSkUqpk3aV1RtspJ/2a9eOtfm/Rv3l/7NR2tPZtDVxPwWUM2r4tfFrgZO9ktF0Au67sMtoOc6ItVn1X67voHdKbkoqSeoveG8rc/XPJK82jY0BHxt02rtZ2WgfKwaSDss5fH2mFaXy89+NqqZoC3AKQuB4VANAhoAOfDf2Mmd2qoiqmb5rOpcxLFrVVLuJz4ll+Yrle6dImdpxIqFco1wqu1eo0Ki4vZuzKsay/vB4XexfWPbyO4eHDcbRzJHlGMtse3WZSzbGCsgJm75rNpL8mkVt6qwPlRgrLCut8cirALQAPRw+e6fZMrW3gehovS9RB0e6zDv4dcLRzNPt8AoFAIBAIBAKBQCCwLMKBYgbs7e0N7jM8bDgqVJxKPWWx4s6GYowuY+ke3J1lo5fxUs+XbrkW6B6Iq4MrGklj0hPqWurSVVRexKnUU4BhEShanun2DAObD6SovIhJf02yaCovS66XpTGHNu3NaGtib2/PHSF3ALA30fAIlMKyQs6lnwOqikvXhqXTeBm6XtqaJdrUXsagTd9lTP0TLX1C+6BCxaXMS1wruFZjG0t/zjKLMnXatKhUKuYMqUrf9ePJH0kvTDd5Hnt7e9IL01lwaAFQFX2iVtX+k6Fn0550DOhIr6a9LBo6PGXtFF7f9jp7rlxPs/Zq71e5+tJV3un/zi3tn498XncmT1g9wSJOeLnZcHkDk/6axLSN03Sv1bYPHewcdKm45uybc0udtaLyIu759R42RW/C1cGV9Q+vZ0jLIbrrcjgESitKeeWOVxgbMbbOulKf7vuU0Pmhtzw4caO2z4d/TsqMFLo26VrnnANbVDlQMoszzb4ftc5aUf9EIDAcpf5WVaouUK42ocv2UKo2ocu2UKouUK42oUtgLMKBIjNqtRo/Pz/UasPeWl9XX12EQ0NM42WsLmMJ9QplSpcpPND+gVuuqVQqXRRKTFaMSfPUpysqOYpKqZImHk1uKcit1/gqNd/d8x3uju7sTdjLwkMLTbJX73ktvF6WRE5tWcVZNaaUsQZaXX2b9QXgbNpZg4uCn7h2Ao2kIcg9iCYeTWptp3Wg/BPzD4VlhcYbrQf1rVdqQSrrLq0jNjtW91ob36qaJXJEoET4Gu9A8XHxoWNAR4BqN+i1WONz9tPpn4hYEsGjf1av/9A7tDdzhszhxNMnTIoWgOu6PjvwGYXlhUQGRXJPm3vq7NPMuxknnz7J4jsX65WKSQ6KyovYElOVpiulIEX3eohXCMGewbe0V6vV+Df258exP+Lj7MPR5KPM2jHLIrbKia+LL31C+zCg2QCg/n04+fbJBLoHkpCbwIpTK6pdKygrICE3ATcHNzZO2KhzPNxMakEqReVFxtnr6svHQz5m9QOr62yXmJdIVnEWH+z5QPdaTdrcHN3qnbNd43Ykv5xM1NQos+/HN/u9ScqMFN7u97ZZ5xEIlIZSf6sqVRcoV5vQZXsoVZvQZVsoVRcoV5vQJTAF8e7KjCRJFBUVGfXEY0NO42WKLnMQ1qjKgWJqWqz6dN1Y/8TYmzDNvZszd9hcAF7f9rpF0sY0tPWSEzm1LTm8BN9PfGustWNptLoauzamVaNWSEgcuHrAoDGOJh8FqPfp7I4BHWnh3YKSihL+ifnHaJv1ob712nVlF6N/Gc3E1RN1r2mjRkxxoOgK0xtRQP5GtGm8aqqDYo3PWUp+Cg5qB24PvP2Wa6/2ftWkiBstkiQRmxbLkiNLAHh34LsWc4oYwq74XZRWlhLiGcJD7R+qt712vYI9gvlm9DdAVVTGzvidZrZUXh5o/wB7Ju3h9b5V9U3q24fO9s680usV4NaoM383f7Y/tp2tj27V7fWbeWjVQwTODTR7yr//3PEfHNQO7Izfyf7E/cB1bcdTjrM/cb/enzWVSkWQR5A5za1GoHsgIV4hFptPIFACSv2tqlRdoFxtQpftoVRtQpdtoVRdoFxtQpfAFIQDRWYkSSIvL88kB0p8TnyD2/im6DJmru+Of8eu+F23pBvREu4TDkBMtmkRKPXpaubVjBHhI6qlNDGGJ7s8ybCwYZRUlPDyPy+bNJY+WHK9LI2c2jbHbqZSqqS5d3PTDTORG3X1Ce0DGF4H5WiKfg4UlUplsTRe9a2XvdqezoGd6RzYWfeaHA4UXQSKiQ4FnQMloWYHiqU/Zx8N+Yj0/6Qz+fbJdbaLzY412i5JknAod2DhyIU80O4BRoaP1LtvWWVZtWgic7IpehMAI8JH6OXguXG97rvtPqbcPgUJiUf+fISs4ixzm2s29NmHT3V9ij/G/8GaB9eQX5rP+kvrddeaeDSps8ZXsEdVNM/ZtLMG21ZeWc7Gyxv1ivQL8QrhsU6PAeiiULTa/m/n/9H7u958vPdjg22o1FQa3EcgEJgfpf5WVaouUK42ocv2UKo2ocu2UKouUK42oUtgCsKB0oDoHNiZS9Mucfyp4w3yaV9LkV6UzpS1Uxj4w8BqhYFvRBuBYqoDpT7GtxvPxgkbebbbsyaNo1KpWDZ6GQ93eJhldy+TyTqBKeSV5nEgsSrCY2jYUCtbUx1tIXlD66DoG4ECMLZtlQNl3aV1tToqLcG9be/l+FPH+WLUF7rXtEXk04vSjbqxXVReREJuAnA9HZixaB0op1NPN5ib7F7OXng5e9V6/dn1z9JqUSuToosc7ByY3Hkyv477Ve/voyNJR/D8yJPBPw42el5D2Bhdle5yRPgIo/rPHzGfVo1acTXvKk+te8omfnBmFGUYlXbQ3dGd+267j+LyYoavGM7oX0bzy+lf9Or7cq+XSZmRwuyBsw2e98S1E9z5852ELQzT6/2d2WcmapWaDZc36IqzS5JEY7fGuNi76M4tfcgrzWP4iuH4f+ZPcXmxwbbrw+aYzdz50518eeRLs4wvEAgEAoFAIBAIBALrIxwoDQi1Sk0r31bWNsPqaAskN/NuhouDS41twhtVRaCYmsLLkoR4hfDTvT8R6B5obVMEwI64HVRKlbT2bd0gIlBuRBuBcjjpsN5FrvNL83WfncigyHrb92raC383f3JKchpcCiN3R3ddzaGbC6brw+XMy0hINHJphJ+rn0m2+Lv5E+EXgYTE3gTDHFpyk1OSo1c7F3sXNJKGXfG7jJpHI2mM6tfGrw1llWXkl+aTV5pn1Bj6EpMVw+Wsy9ir7RncwjiHjbujOz/d+xP2anv+OPcHy08sl9dIMzD/4Hx85vjwxrY3jOrv4uBCx4COeDt76xyV9dHEo4nR31t7EqpqB/UK6aWXIy68UTgPtn8QgA/3fAhUPYCw9K6lpL6SalBEmYejB2fSzpBVnMXBqweNsL5+9ibsZWP0Ro4kHzHL+AKBQCAQCAQCgUAgsD7CgSIzKpUKR0dHkyNIrPlEeE3IpUsfdLUL6nhyXFtEPjY71qT0HHXpSslP4VrBNaPHro+tsVtrjbAxFUPWK70wna+Pfs2n+z41iy1yI9de3ByzGYBhLYfJYZbJ3KirtW9r/Fz9KKko4XjKcb36H792HAmJEM8QAtwD6m1vp7bTFQY3ZxqvutZLkqRab9abksbrxjNEjjOrX2g/QjxDKCgrqPa6Jc/FovIigj8Ppvs33ckoyqiz7Rt93+DglIN8NOQjg+aQJIm3t79N2KIwfrv8m8E2ejp5EvdCHOn/ScfTydPg/oagja65I+SOOqNxbqSm9eoW3I33Br5HsEdwg3Ok1sSBqweQkKrZasg+VKvUfDHqC6KmRhHZpH5H680Y6lzTOlD6hvbVu88bfaqcQ6vPr+ZCxgWdNg8nD4PmVqlUfHf3d5x+5jQDmg8wqK++PNT+Ib648wsmdpxYf2OBQFANS36HWhKl6gLlahO6bA+lahO6bAul6gLlahO6BKYgHCgyo1KpaNSokdEbV5IkHvjjAXw/8SUuO05m64zHVF2GoC2yXpcDJcQrBAe1A2WVZSTlJxk9V1265h2cR9DcIF7b+prR49fG8xueZ+h/hzJn7xzZxwb91+uFjS/w2JrHeHr907y/532zOXTkRK69uDn2fw6UsIbjQNHqUqlUTO48mRd7vIi3s7de/Q1J36VlTMQYvJ29cbGvOdJLDupar2sF13D70I0uX3e55cZshK/xDpRBLQax/uH1zOo/yzijb2LByAVcefEKD3d4uNrrljwXt8Rsoai8iLTCNHxdfOts6+vqS4+mPQyeQ6VSkVaYRkJuAqezT6NWG/4ToZl3M4u8H7r0XWH6p++qbb3+c8d/OP3MaQa2GCirjXJTqankcNJhgGo1Swzdh2qVmhY+LQya+8S1Ewz+cTDDVwzXu48kXY/aMsSB0s6/HWMjxiIhMf6P8cSXxhu9p4aHD6e9f3uz7cm2jdvyTLdnGNRikFnGFwiUjCW/Qy2JUnWBcrUJXbaHUrUJXbaFUnWBcrUJXQJTEA4UmZEkifz8fKNzqatUKlILUskvy9c9Id8QMFWXIWifHq8rvYi92l73BG5MlvF1UOrSlVaYhgqVyTUUaqJ7cHfUKjWllaWyjw36rVdyfjJfHP2CjdEbCXQP5OWeL1NaYR575ESOvRibHUt0VjT2anuzPZlsKDfrmjN0DvNGzKONn377zxgHyrCwYaS9ksbc4XMNN1hP6lqvi5kXKakoIa80D7Wq+teRLgIl03AHip+rH3e2upPh4frf7K0LZ3vnWiNoLHUurrm4BqhyehnywygxN5FtsdtqvZ5VnEVS3nUn9Jyhc1h9/2o+H/h5g60JUlpRyva47QCMbKV/gfva1stObYePi4/u38bUGLEEZ9PPUlBWgLujO+0at9O9bol96OXkxfa47eyI26H3+3Mx8yIZRRk42zsbHO3yZt83ATiXfo7IpZEsPrzYYJsFAkHDxpLfoZZEqbpAudqELttDqdqELttCqbpAudqELoEpCAeKzEiSRGFhoUkb94NBH3DkySM8GfmkjJaZhhy69EVb86C+G8dyFJKvS9fyMcvJeS2H8e3GGz1+bUzsOJEzz5zh3YHvyj426LdeXx/9mgpNBb1DepMyI4VZA2bh5uhmFnvkRI69uCVmC1CV/sfQtDDmwlRdxjhQ7NX2ONg5GDWfvtSlSxtdUtNnfUzEGPZP3s/ye5ab1T5D0EgaisqLdP+21LlYoang74t/A1Xvi74cvHqQVota8dCqh8gvza92TZIkfjn9C22XtGXSX5N0GrydvbmnzT1G68osymT87+Np/0V7o2up1MfehL0UlRcR6B5Ip4BOevfTZ71+OPEDzeY3M7p+jDnR1vHoHtwdO7Wd7nVL7MMWPi1o49uGSqmSrbFb9eqz50pV+q4ewT1wtHM0aL7IJpH0CL4eRTUqfJRB/W/kj3N/MGH1BNnX9FTqKZYdW8b59POyjisQ/Fuw5P9bWBKl6gLlahO6bA+lahO6bAul6gLlahO6BKYgHCgNkN6hvenapOstT2T/GyivLNc5ROqL/Aj3CcfLyavaDU258XTyxN3RXfZxVSoVbRu3lX1cfSmrLOPrqK8BmN5jutXssBa69F0NpP5JbRSWFbIjbgdphWl1tsspyeFy1mVAvwLyNyNJEmfSzlj8C1frLNWm67qRYM9geoX0qhYZoA+SJPH+7vf59cyvskZULTi4AL9P/Hh/9/uyjakvexP2klmcia+LL31C++jdLzIoklCvUNKL0vn8wOe61+Nz4hn18ygeXv0waYVpJOUn1VtXRV+8nL3YcHkDZ9PPGpV+TR906bvCR8geprz7ym5yS3NZemyprOPKwYGrBwDo1bSXVeYfGV4V7aN9/+vDmPonN7Jw5EKc7Z0Z12oczbybGTUGwIbLG/j59M9suLzB6DFqYs2FNTz595N8tNewWkMCgUAgEAgEAoFAILAt/n136AUNmviceCo0Fbg6uBLsGVxn27nD55I9M9vmHQCnUk8xfMVwk1KRGcrvZ38ntTCVYI9gxkaMBaqeHF91bhVllWUWs8MaVGgqdCmNGkr9k9q48+c7GfTjINZfWl9nu9jsWDwcPWjh3QJf17rrY9xMpaaSdl+0o8OXHTiXfs4Ucw1GV+xdzzRl+pCUn8TbO95m4uqJst5c93DyILskm0NJh2QbU1/WXKhK3zW6zWjs1fZ693Owc+D9QVUOn88OfEZKfgrzDsyj3Rft2Bi9EUc7R94b+B7HnzpOY7fGsthqr7bXOfEOXTXPe7UpehNgWP0TfVkwcgGLRi7ixzE/yj62qWgjUKzlQBkRXvV+b4repJezVVf/pJlxDpTuwd1JeTmF+QPmG9Vfy8DmVbVtdsTvMGmcm4lKiQKMc1oLBAKBQCAQCAQCgcB2EA4UmVGpVLi4uJh84y4qOYrJf01m9s7ZMllmGnLpqg/tDdVWjVrVG4HjaOdosj216Xp2/bP0+a6P7kadOXlt62tsjtnMy5tflm3M+tZr4eGFADzd9Wkc7ByQJIm2S9oy7vdxHEk6Ipsd5sDUvXgk6Qi5pbk0cmlEl6AuMltnPDXp6tW0F009m9br1OoS1IWc13LYN3mfwfPaqe1o6dMSF3sXzqafNbh/fdS1XjoHSi3RZn+e/5OXNr3E/sT9es+nkTRM7jyZcbeNMzhtUF3c3eZuDj1xiE0Trp8JljgXJUnSOVDGtNE/fZeWcbeNIzIokoKyAiKWRPDy5pcpKi+iX7N+nHr6FG/1e+uW98lUXdrUS+ZwNmkkDY90fIQBzQcwpOUQg/rqo8vd0Z1p3adVS5HVEMgqztJF9PRo2qPaNUt9P/dv3h8XexeS8pM4k3amzrZJeUnE5cShVqmrFbw3FC9nL9zd3E3SNrBFlQMlKiVK1vo2x1KOATSo7xGBwJaw1NllaZSqC5SrTeiyPZSqTeiyLZSqC5SrTegSmIJwoMiMSqXCy8vL5I2bmJfI9ye+58dTPzaIPHZy6aoPfeufyEVtunbE72Bf4j4qNZVmt2HusLnYq+1Ze3GtbA6butbr0NVDHE46jKOdI1Mjp+ra92/eH5D/KV25MXUvbo6pSt81pOWQBnWTtCZd7w18j8SXEnmq61P19ler1AR5BBk195I7l5Dxagb3t7vfqP51Udt6lVaUEp8TD9T+eV91fhXzD81n95Xdes8X6hXKt/d8y6/jfjXa5prwc/Wje3D3ajVjLHEunrh2giu5V3Cxd2Fo2FCD+6tVauYMmQNAXmke3s7efDP6G3Y8tqPW991UXdob/OZwoKhVamb2mcmOx3YYHG1lqK6i8iLWXVpnjJmyo43madWoFX6uftWuWer72dneWeeMqC+NlzZ9V+fAzng6eRo9pxzamno2pVWjVmgkjUFnSV2kFaZxNe8qKlR0Duwsy5gCwb8NS51dlkapukC52oQu20Op2oQu20KpukC52oQugSkIB4rMSJJEbm6uyU6PwS0G46B2IDY7VlfbwJrIpas+6nsi/UY0koa7f7mbtkvakl6YbtR8NenKLs6u9Ulfc9C2cVumd69KQ/biphdlSaFV13otOrwIgAfbP4i/m7/udW2ak+1x202e35yYuhfLKsvwcPRocPVPatJl7gLvWpp5N8PVwdUsY9e2XtFZ0WgkDZ5OngS4BdTYd3Tr0bzc82WrpSyqD0uci9rokxHhI4xeo8EtB/P+wPeZ1m0a5587zxNdnqgzws9UXdoIlFOppygsKzRqDHNgiK680jxaLGjB6F9GWzy1XU1o03fVFM1hqe9n0L8OiraAvLH1T7TIpU3uNF7a6JPWvq3xcPKQZUyB4N+GJc8uS6JUXaBcbUKX7aFUbUKXbaFUXaBcbUKXwBSEA0VmJEmiuLjY5I3r4eRBv2b9AGQvfGoMcumqj0uZlwD9HChqlZrj145zIeMC0VnRRs1Xk64jyVUprMJ8wm550tdcvNP/Hfzd/LmYeZFFhxaZPF5t63Wt4Bq/nf0NQOe00TKoxSAA9ifup6SixGQbzIWpe/GDwR+Q+WomEzpOkNky06hLlyRJFJcX19gvsyiTVota8fCqh2WJmCoqLzJ5jBupTZfWSdnGt02tT0o80P4B5g6fq4uO0ocrOVdkLR5/I5cyL/HU30/xxNonAMuci2su/i99V4Th6btu5M1+b7LozkUEugfW29ZUXU09mxLkHoRG0ujqRMhBeWU5P536ySSHub66PJ086R3SG4BP939q1HxyUlcBeUt9P8P1Oih7E/aSV5pXa7u9iVX1T/qE9jFpPrm0aSNn5HpAICq5al+L9F0CgfFY8uyyJErVBcrVJnTZHkrVJnTZFkrVBcrVJnQJTEE4UBowd7a6E2gYDhRL4e7ojqeTJ619W+vVfvHIyHK88wAAIABJREFUxWyeuJl2/u1ks6GuJ33NhZezFx8P/hiA2btmc63gmlnmWRq1lHJNOb2a9iKySfXCt2182xDoHkhpZSkHEg+YZf6GgoOdA872ztY2Qy+WHF5C408bM2vnrBqvR6VEEZ0VzZHkIyalJDuQeICOX3Zk9C+jjR7DEMxRQB6g3/J+uH7oapZaPuWV5Sw9tpSfT/8sS6RYfcRmx3Iq9RR2KjtGtRpl9vnkQqVSXU/jJWMh+QNXDzDxz4m0+6IdGkkj27i1MbP3TABWnFpBYm6i2eerDY2k0aVDs+T3Uk2ENwonvFE4FZqKWp0RlZpKmno2xdPJ0+QIFLnQRqCcTD1JZlGmyeMdu1YVgSIKyAsEAoFAIBAIBAKB8hEOlAaM1oGy68ouCsoKrGyNZVj38DpyZubQtUlXvdrfE3EPQ8OGmpRj/Wa0DhRtGhpL8Vjnx+jWpBv5Zfm8vu112ccvqyzjy6NfAvB89+dvua5SqXRRKA29DoqxZBdnW9sEg3F3dCezOJO9CXtrvN6zaU/+mfgPnwz5xKR5/Fz9OJ12mj1X9pBfmm/SWPqgdaBE+EbU2S6jKIO9CXv1OgOLyotIyE1AI2lo4dNCFjtv5LbGt+Hn6kdxRbEuhY850abv6tesn8H1PqxNz+CqG/1y1kEpLi+mc2BnhoUNqzMFmVz0aNqDAc0HUKGpYN7BeWafrza0tTZcHVzpENDBanZo0aXxulxzGi87tR3rH15P9sxsAtxrTs9naQLcA7it8W1A1W8qUxERKAKBQCAQCAQCgUDw70E4UGRGpVLh5uYmS/GeNr5taOHdgrLKMqvXpZBTlz5zWar40c26JEmy2pO+apWaRSOr0nctP7Fc58gxhprWa9W5VVwruEaQexD33XZfjf2sUQclqziLiMURDPphkF5PlZuyF7t+05XwheGcSTtjjKlmpTZd2hQ4R5OP1pjGy9PJk2FhwxjbdqxJ87fybUV4o3DKNeVsi9tm0lg3Upuuixn6RaD0WNaDvt/31cthoU0B6Ovia5b0eyqVSvdE/a74XWY/Fys0Ffi6+JqcvstQ5NBljkLyw8OHc/yp4ywfs9yo/sbo0kahLI1aSlZxllHzmkqoVyhZM7M4++xZ7NX2t1y35PczVK+DUleYuBxOLjm1yfX9llmUyZXcKwDcHnS7yXYJBP9WLH12WQql6gLlahO6bA+lahO6bAul6gLlahO6BKYgHCgyo1Kp8PDwkGXjqlQqXRRKbU96Wgo5dclJemE6P5z4gaVRS43qf7Ou6KxosoqzcLJzolNgJzlN1YseTXswqfMkAJ7f+LzRaWpqWi8neydaNWrF012fxtHOscZ+2giUQ0mHLFb8efbO2VzMvMiO+B38ef7PetsbuxeT85NJyE0gITeB5t7NjbTWfNSmq6VPSwLcAijXlHM0+ahZbdDeGJUzbWBNuiRJup7Cq556R9rr2popdaGvU8YUtLWpdifsNvu5+GrvV7n2yjWe7PKkWcavDTl0dW3SFbVKzdW8qyTnJ8toHTU6EfTBGF3Dw4bTKaATheWFLDm8xKh55UCtUtd6bln6+7l/8/442TmRUZTB1byrt1yXI0WWFjm1yRVhefzacaCqTpq3s7fJdgkE/1Ya6v9bmIpSdYFytQldtodStQldtoVSdYFytQldAlMQDhSZkSSJrKws2Yr36OqgRG+wakEguXXVxHu73iNicYRBN6kS8xJ5/K/HeXvH20bNebMu7dPSXYK61OpkMDcfDf4ITydPjiYfZfmJ5UaNUdN63dv2Xi5Mu8CrvV+ttV8L7xaEeoVSoamoNWWUnJxPP8+SI9fX+4M9H9S7x4zdi008mpD1ahbbH9uOu6O7Ufaak9p0qVQqXRTKvsR91a5lFGXw2tbXWH1+tSw26By29TxZbgi16do0YRM/jPmBVr6t6uwf4VeV4ksfB4q2TX1pwUxB60DZm7CXisoKs5+L9mp7XBxczDZ+Tchx3rs7utOucVVtKjnqoCTnJ1NUXmTSGMboUqlUuiiUhYcXmmyDObDE9/ONuDq4sm/yPrJmZhHiFVLtWklFCcGfB9NyQUvSC9NNnktObf2b9UeFinPp50gtSDV6HJG+SyCQB0ufXZZCqbpAudqELttDqdqELttCqbpAudqELoEpCAeKzEiSRFlZmWwbd0DzATjZOZGQm8C59HOyjGkMcuuqiTPpZ7iYeZHiilvTFNVGmE8YAGmFaUbVbbhZl7Xqn9xIgHsAs/pXFQx/betr5JTkGDxGbeulVqnrLJ5u6TooMzbPoFKqZFCLQbg6uHL82nE2RtcdbWXKXvRw8tA5IxoadenqHdIbuNWBciTpCHP2zeHN7W/KYkP/Zv1xsXfhat5V2dKc1aRLW2T80U6P1rkfwTAHirkK099Ip4BOeDp5kleax8lrJ812LkZnRVvtB5Bc5732HJUjjdeMzTNoNKcR3x3/zugxjNU1vt14Wni3IKMow6T5jSG3JJfwheFMWD2B8sryGttY4vv5ZiKbRNb42T2bdpZyTTlF5UWypNGTU5uvqy8dAzoCpn2/iQLyAoE8WOPssgRK1QXK1SZ02R5K1SZ02RZK1QXK1SZ0CUxBOFAaOK4Orrob2u/uflfRH4h5w+ex5ZEt3Ne25vocNeHl7KW7SRObHWuyDdaqf3Iz07pPI8IvgoyiDDbHbDZprLTCNJafWE5JRYle7S1VB2Xj5Y1sjN6Ig9qBr0Z9xdORTwP6RaH829BFoCTsq5bWTZvSq2uTrrLM4+LgwsAWVetfnyPLUmgdKFrnSF3oIlD8zBeBYqe2063H7oTdZpmjoKyA9l+0J3R+qElPylubJ7o8we/jf+eFHi+YNE6lppLNMZsprSyltW9rmazTH3u1Pa/c8QoAn+3/rFZHhjk4nHSYmOwYDiQewMHOwWLzGsKN53Vkk0iyZ2azaeKmBhlC/kbfN1gxdgWDWww2eozWjVrTObAz3YK7yWiZQCAQCAQCgUAgEAgaKsKBYgPMHjAbe7U9v539jR9P/mhtc8xGE48mDGk5hBY+LQzqp41Cic6KNmn+4vJiTlw7AVwvgGwtHO0c+e7u7zjy5BHub3e/SWMtjVrKpL8mMXalfkXGtQ6UqJQocktyTZq7Nsory5mxeQYA03tMp5VvK2bcMQMnOycOXj2oV7SBIexP3E/3b7rz6b5PZR3XUnQO7IyrgyvZJdnV3pujKf9zoATJ40ABuDP8f2kDZayDcjN/XfiLJYeX6LXO2hoocdlxdToBNZJG52QxpwMFoF/o/+qgXDGPA+VM2hns1fY42Tnh7+ZvljksQY+mPRh32ziCPIJMGudI8hGyirPwcvKymnN7UudJNHZtzJXcK/x29jeLzdsrpBebJ27ms2GfWWxOffls/2e0+6Id6y6tq/a6p5MnnQM7W8mqurm/3f1M6DiBxm6NjR7jvUHvcfyp47qHWwQCgUAgEAgEAoFAoGyEA0VmVCoVnp6esj552S24G7MHzMZB7UBhuWUKe9+MOXTJRVijKgdKTHaMwX1v1HUs5RgVmgoC3AJo5tVMbjMNpldILyKbGJci5EZdAW4BhHqFMrHDRL36hniF0CO4B2MixhiVPkwfvjr6FeczzuPn6sdb/d4Cqhxo3979LRenXaRt47a19jVmL/4T/Q9Hko8QlRJlsu3moi5dDnYOunRIN9amkTsCBWBkq6pC8vsS98niQKtJ17Ljy5i2cZpeUU7+bv54O3sjIXE583Kt7ZLykigqL8JebU8Lb8OcsIairYOyJ2GPWYq19Wzak4xXM/j7ob+tcuY2tPN+U/QmAIaGDTW6gDyYpsvFwUUXSfPJ/k9MipK7MYqsPtwd3RkaNpR7295baxtrrVdcdhzn0s+ZNVqtoe1FgUAgH0r9fCtVFyhXm9BleyhVm9BlWyhVFyhXm9AlMAXhQJEZlUqFq6ur7Bt3Zu+ZnHz6JM92e1bWcfXFXLq0nEo9xVvb3+Lvi38b3DfcJxyAmCzjHChaXZFNItk3eR9f3/V1gzt4LmVeYl/Cvvob/o8bdT0Z+SQx02N4oP0Devc/+MRBVt2/imbe5nEkdQ/uTvfg7rw/8H28nb11r0/oOIHwRuF19jVmL26OrUqDNixsmHEGW4D6dN1cByU5P5nk/GTUKrWsT3u39GlJG982VGgq2Bq71eTxatLVv1l/RrcerVcRZpVKpVcdFO218EbhZk91FNkkElcHVzKLM7lSdKXOvVipqWRvwl42XN7A8ZTjejslne2d63QkmhM5z/uo5Cg+2P0BW2K2GD2G9gb9iLARJtliqq5nuz2Lu6M7SXlJxOXEGTVGakEqbZe05ceTP8qWqtDc38+18USXJ1g5biUfDPoAqPoev+PbO3h317uyzWEObWfSzjBn7xyj9mRmUSZllWWy2SIQ/Jux1tllbpSqC5SrTeiyPZSqTeiyLZSqC5SrTegSmIJwoMiMRqMhIyMDjUb/J0z1wU5tV+1mWoWmQtbx68NcurTsTdjLB3s+YNnxZQb31UagRGcbnsLrRl3O9s7cEXIH90TcY/A45uSf6H9o/0V7HvnzEb3rmNy8XvZqe5Oe3JabHk17cGDKAZ7o8kStbZLzk2t83dC9mF2czeGkwwAMbTnUcGMtRH26tHU3tBEoUclV0TRt/dri5ugmqy13tpIvjVdNul654xXWPrRW73RM+jhQdAXkfc1XQF6Lo50jvZr2AmDZoWU6bavPr6bzV515bv1z1dr3+74fo34eRZelXfCZ44P3x950/qozY34dw0ubXmLBwQX8deEvTl47SUZRhtntrw85z/s/zv3BWzveMjrtVUZRBkeSjgAwItw0B4qpunxcfNjw8AauvHiFlj4tjRpj/sH5XMq8xPyD86mUKutsG58Tz6tbXr0lRdbNmPv7uTZuD7qd+9vdj4+LDwC74ndx4OoB9iful20Oc2hbdW4Vr217jVe3vmpQNBDA9E3T8fjIg2+ivpHNHoHg34q1zi5zo1RdoFxtQpftoVRtQpdtoVRdoFxtQpfAFBrOHVUFUVFhXudGVHIUE/+cyJejvmRA8wFmnetGzKnrYkbVzc/WjQwvEKytgWJMBAqYf71MpU9oH/zd/GnbuC25Jbk4uzvr1e9s+lmSU5IZd9s4o57IlySJ6KxogjyCcHd0N7h/bWNqveJqlRpqcJBrJA0TV09k5dmVHJt6jE6BnW5pY8iabY/bjkbS0NavLSFeIUbbbgnq0tWzaU9UqIjNjiUlP0WXjkzO9F1aRoaPZN7BeWyM3lhtzYzF1M9YhG/9heQtUUD+Rvo368+2uG0EuV6v71FSUcLJ1JM0cmmke81ObUe34G6UVZaRnJ9MWmEauaW5nEw9ycnUkzWO7eviy9LRS+tM22Ru5DoXh7QcQnxuPANbDDSq/5aYLUhIdPDvQLBnsMn2mKqrb7O+BrUvrShl1s5ZzOw9Ex8XH2YPnI23szcDWwzUObVLKkqQJAkXB5dqfXfG7+TT/Z9y4OoB7mp9V53zNITvsT0Je4Drzl65kFvbtO7T2Ba3jVfueAVVTV9CdXA58zJllWU09Wwqq00Cwb+VhnB2mQOl6gLlahO6bA+lahO6bAul6gLlahO6BMYiHCg2yNKopVzIuMDr215n/+T9igjT0j097mf40+PalE8JuQmUVpTiZO9k8BipBam8v+d97gi5gwkdJxjc35y4OboRNTWKAPcAoKrYvYSEq4Nrnf2+PPElKy+tZPeV3Xx515cGzztsxTC2xm5l1f2rZLuRe99v99HWry2v9XkNDyePGtuoVWo0kgaNpGFzzOYaHSiGsDmm4afv0gcvZy86BnTkZOpJTlw7YZb6J1r6NeuHq4MrEhJJ+Umy3izMLMqkQlOBv5u/3meX9lyoKwLlUualqrYWiEABeKbbM8TlxBHufT3l3IDmA9g4YSOhXqHV2h564pDu78KyQq7kXiE+J173X1xOnO7vjKIMsoqzCHALsIgOczO45WAGtxxsdH9d+i4To0/kRiNpOJp8lO7B3Wttk1eax9iVY9ket52jyUfZ8sgWHO0cmdlnZrV2H+35iBWnV7DkziXVdB68ehBAF+3UEEnJT+Hb49+SU5Kji47rG2qYk8nS+Lr6snvSbqP6HnriEHE5cYr5fAoEAoFAIBAIBAKBoH6EA8UGmTt8Ls72zrzT/x1FOE/AtPQ7/m7+uDm4UVheSHxOvFFOmANXD/DF0S/YnbC7wTlQAJ3zBOC/p/7LU+uewtPJk0D3QILcgwjyCCLIPUj3by8nL9bErAHgsc6PGTVnhG8Eu+J3cSXniiwa9ifu588Lf7JOvY7HOz9eqwMF4P1B7/NG3zfoGNDRpDklSeKfmH8A23egAKy4dwVB7kE0cmnEpL8mAeZxoDjZO3HmmTM0924u+xmz7NgyXtv2GpM6T+K7e77Tq8+NKbxqi4j5+6G/ic6KJtA9UFZ7a8PP1Y9lo5eRlpame62JRxOaeDSps5+boxu3Nb6N2xrfVuP1grICyivLdWmR/s1oJI3u8zsyfKSVrblOcXkxPb/tyanUU5x79lyNtWrSCtMY+dNIjqUcw93Rndf7vF7jvi2rLOOn0z8Rmx3LyJ9GMu62ccwfPp9gz2AOXD0AoHeqO2uQU5LD2zve1jm+HdQOdTqVGiKGRNmpVCqj07cJBAKBQCAQCAQCgcA2EQ4UmVGpVPj4+JjVseHu6M6CkQvMNv7NaCQN7+x8B29Hb2YEzJB9/OLyYt1NemOcHyqVivBG4ZxMPUlMdoxBY2jXq6XUkpd6vmSxm6+mkFZYdcM2rzSPvNI83ZP3NdG1SVd6BPcwap53+r/DnKFz6o100ZdeTXux5oE1RGdF08q3VZ1t6yokb8hnLDormiu5V3BQO9C/WX+DbbYk+uhq798egKt5V0ktTMVOZUenANMidGqjhU8LWca5WZfWWdrMq5neY4T5hOnSHaUXpePv5n9LGyd7J9r5t5PBYv0xx3kvV7o8U5Bbl0bScCnzEhWaCt0e1ocT106QVpiGm4MbvUN7m2yHXLpcHFwI8wkjLjuOM2lnbnGgxGXHMWzFMKKzomns2piNEzYS2SSyxrEc7Rw5/tRx/m/n/7Hg0AL+OPcHm6I38Xa/tzmTdgao34Fiid8dtRHhF0GoVygJuQkAdAvudksqMlMwp7ai8iIWHlrIukvr2PX4LuzUdrLPIRAIaseaZ5c5UaouUK42ocv2UKo2ocu2UKouUK42oUtgCsKBIjMqlQonJ8NTSBmLJEn8cPIHejXtZZTzQR9WnVvFB3s+AKBP8z6yPw0bkx2DhISXkxeNXRsbNUZYozBOpp4kOsuwQvLa9eoc1JnOQZ2NmtvSvNn3Tab3mE5KfgopBSlcK7hW/e+CFFLyUygqL+LDQR8afYg2djNuLWpDpVJxT8Q9BvdLyE3AQe1AkEeQbhx9P2Pa9F19QvvIXmhdbgzRpU3f1d6/vaw3K2tCm05N68AwlJt1GZOuz8HOgasvXTUo7ZclsPR5bynk1rXg4AJe3vwyYyLG8OcDf+rdb+PlqvRdg1sOxtHO0WQ75NQ1f8R8PJ088Xb2rvb6qdRTDF8xnGsF12ju3ZzNEzfX6zD2cPJg7vC5PNrpUZ5e/zQHrx5k5taqNF+hXqH1RjVZcx+qVCpGho/k66ivAegTIm/9E3Nqq9BU8Mm+T8guyeaXM78wsePEOtvP3DKTmOwYXujxgsG1cAQCwa2I71DbQ6nahC7bQ6nahC7bQqm6QLnahC6BKaitbYDS0Gg0pKamotFoLDLfnH1zmPTXJCasnkBZZZlZ5rjxpvfrW19HkiRZx9cWkG/j18bom6Md/TvSKaATbg6G3SS39HrJgUqlwtPJkzZ+bRjQfAAPtn+Ql3q9xCdDP+HHsT+y5ZEtnHr6FAcePMDgFsbXHrgRjWT8+5NTkkNWcZZRfRceWkjYwjDe2/3edVsMWLPNsbZT/0RfXfMPzmfsyrGAedJ33cg7O94h8LNAVp9fbfQYN+vSfd4NTNcX4B5Q6/mwNXYrU/6awq9nfjXaTmOwxfNDH+TWpd2nh5MOG9RvU8wmQL70XXLqCvUKvcV5svvKbvp9349rBdfo4N+BfZP31es8uZFOgZ3YN3kfX9/1tW5sfQqyW3sf3rg+cjsWzKnN08mT/9zxHwBm75pNhabuwovrL69n1flV5JTkyG6LQPBvxNpnl7lQqi5Qrjahy/ZQqjahy7ZQqi5QrjahS2AKwoFiBuR2MNTFIx0foZFLI6JSonh7+9tmmcPRzpG46XE4qh3ZeWUnW2K3yDq+KfVPtMwaMIsTT59gSpcpBvdNLUxlR/wO8kvzjZ6/ISLHPlx7cS1dvu7Cs+ufNXqMWTtmEb4wnJVnVhrct3NgZyo0FXx7/FuS85N1r+ujrbyynO1x2wHbcKCAfroOJV0vSC6Xg6w2isuLSS9K10XyGItWV2ZRJpnFmQC09m1tsn1a9lzZw3cnvmNr7FbZxtQXS573lkROXZFNIrFT2ZGcn8zVvKt69dFIGrydvXG2d2Z42HDZbJF7vSRJYkfcDpafWM6w/w4jtzSXPqF92D1pd72RIzWhVqmZGjmVi9MusmDEAuYMmaO3HdZiUItBeDp5VqVaCzE91drNmFPb8z2ex8/Vj+isaP578r+1tisqL+J8xnmAWtOxCQQCwxHfobaHUrUJXbaHUrUJXbaFUnWBcrUJXQJjEQ4UGyfYM5hlo5cB8Mn+T9gWu022sbOKs3RRLaFeoTzWrqoY+evbXjcpIuFm5HCgmMLmK5sZ8t8hjFk5xirzN2TUKjXHrx1nW5xx++p8+nmWHFlCdkk2fq5+Bvfv16wffUL7UFZZxtz9cw3q+/2J7ykoK8DP1Y/OgbaRnk0fptw+haV3LSV2eiwPdXjIrHM9GfkkOx7bwRejvpBlPO1nPcQzxOCUasdSjnHfb/cx9e+pt1wbET6C2QNmMyZCfIYbIq4OrnQI6ADAoauH6mldhVql5u+H/iZ7ZrZs9XjMwZS1Uxj04yAm/TWJ0spS7m5zN5snbr4lOsVQ/N38md5jOk09m8pkqfnwcPJg/+T97Ju8Dx8XH2ubYxDuju7M7F2VLu3d3e/WGsl78tpJNJKGALcAgtyDLGmiQCAQCAQCgUAgEAisjHCgKICxbccytUvVTcVH1zxKZlGmLONO/XsqHb7swIHEAwBMv3067o7uHEs5xh/n/pBlDkBXBF2OJ9IlSTLY83o87TiA0cXWlUzf0L6oVWqis6JJzE00uP+MzTOolCq5u83dDG5pXLTEm33fBOCrqK/IKMrQu18jl0YAjI0Yi1qlnKNuSMshPBn5pEVuKrf2bc2A5gNkqT8B1dP1GUppRSmrz69mY/TGW671CunFO/3f4a7Wd5lso8A8aM/Xd3e/y9z9czmdelqvs9rZ3tncppnE0JZDdX9P6jyJVfevMntdooZIO/92dArsZG0zjOLZbs8S6B5IfE48y08sr7HNsZRjQFX0SUOqwyQQCAQCgUAgEAgEAvOjnLuKDQSVSoWvr6/F/wf78+GfE+EXQXJ+Mk/8/YTJ4VvphensSdhDdFY0Hk4eqFQq2jRtw4xeMwB4a/tblFeWm2y3JEkm3VS9cZyuS7vi9qEbCbkJevdTqVScyDgBQM+mPY2ev6Eh1z70cvbS1S/YEb/DoL4bL29kY/RGHNQOfDb0M6NtGB42nMigSIrKi5h/cH6t2rKLs9mfuF/37/va3seikYv4fPjnRs9tSax1dpibG3WZEm3Wzr8d84fP10XcNQT+DWsmF1rn1qnUU7yy5RU6ftWR4M+DeWzNY/x06idSC1J1bSVJIikvSba5tZhD1/h243m558t8OvRTvr37W+zV9rKNrS9K3YdgGW2uDq683ud1AN7f/T6lFaW3tNE6ULoEdjGbHQLBvw2lnl1K1QXK1SZ02R5K1SZ02RZK1QXK1SZ0CUxBOFBkRqVSYWdnZ/GN6+boxs/3/oyD2oE1F9bw0d6PTBqvsVtjLk27xB/j/6C9f3udrhm9ZuDn6sflrMu1PqlpCBlFGWSXZKNCRatG+hfbvRmVSkV+WT7FFcXEZMfo3S+/LF+X11xJEShy7sOBzQcC6OqJ6MPVvKtM2zgNgOk9phtUSPlmVCqVLgpl0eFF5Jbm3qLtdOppWi1qxT2/3qMr8KtSqZjWfRruju5Gz21JrHV21EdibiLTN07noVXGpQu7UdeFjAuAcQ4UTydPXuj5AsPDq9fDyCnJYcPlDcRlxxllnyk01DUzFXPouqv1XZx/7jzzhs9jZPhIXOxdSClI4ceTPzLxz4kEzg3km6hvADiTdoam85rSY1kPWXO5mkOXvdqeucPn8sodr1htHyh1H4LltE2NnEqwRzCJeYl8c+ybW65HpUQBov6JQCAnSj27lKoLlKtN6LI9lKpN6LItlKoLlKtN6BKYgnCgyIxGoyEtLQ2NRr4aIfpye9DtLBixAIA3t7/JL6d/MWk8L2cvxrYdC1zX5ebgpruZ/X+7/o/i8mKT5iiuKOa+tvcxNGyoyWlPfrr3Jy5Nu0Tf0L569zl09RASEs29mxPgHmDS/A0JOffhoBaDgKoIFH1uZl7IuMAd395BbHYsIZ4hvNXvLZNtuCfiHto1bkdeaR6LDy2+RVuEXwT+bv74u/lXKzZvS1jz7KgLlUrFosOLWHlmpUEp1LTcqEsXgWJCtNnNHE46zKifRzHq51GyjakvDXXNTMVcuiL8Inix54tsmLCBrJlZbHt0GzN7z+T2wNsB6BJU9XT/sZRjqFDh5+on649AsV62h6W0Ods7637bfLjnw2q/bUoqSjibfha4vkcFAoHpKPXsUqouUK42ocv2UKq2/2/v3uMkveoC/39Od88tk1TNZGYyCYQkmBAheElcwi2IgggBUXG5KV4IsqzoIr8XIMhFVsD9cfGCyi6CskZRUcSsIkoQBE0guEBEuQmBJDBECM61UzUzmcyku84NCiQiAAAgAElEQVT+UVVNTWV6prvqqa463/q8X696Zfrp6urzST3P03X6dFXZVZaoXRC3zS4NwwWUYH728p/lhQ99IQBX/fVVfPirH17V199x1x2869/eddJflD/3Qc/lvPp53H7wdt5845uHGu959fO45mnX8P6feP9QtwPwoHs9iPttux/rZtet+Gu6b2gc6dknVbviPlewbmYdtzVu48vzXz7pdT/x9U/wiKsfwb83/51v3fat3PDTNwz9ZsrQfkPpl3/3ywH4rY//Fl/Y/wWe977nLb3UyrrZdbzvx9/Hp5/7aS7ZccnQ30/fdG7tXL5j53eQyXzg1g8MfDsLrQVuPdB+dtggz0AB2HXHLv7ss3923LOhqngJQK29jXMbefR9H83rH/N6/uVn/oXdv7Cby85pL6Q889JnsvfFe/mtx/3WmEepafLTl/0059XP4xuHvsFb//mtS9s/u/uzLLQW2H7adu5Tu88YRyhJkiRJGgcXUAL6tcf+Gk9+wJM5tniMJ73zSUu/YFyJ11z/Gp5+zdN59nuevex1Ns5t5NXf+2qg/Zea3ZdMKk3Ometvux5wAeVkNq/fzEPObf//Odn7oHzg1g/w6Lc/mv1H9vPgez+YG376Bs6rn1fZOJ72wKdx4dYL2X9kP4++5tG85Z/fwv/8xP9c+vz5W84fy/sPTIPHX/R4AK69+dqBb+Mr81/h7tbdbJrbxH3qg/0S8i+/8Jc84y+fcdwvN7svC3b/bfcfeGwav7M2n8VM+uZDkm2nbRvqpf+k1dowt4FXPvKVALz+o6/n8LHDQM/7n5zzXT4tXpIkSZKmkAsoAc2kGf74R/6Yh577UObvmueH3/nDLLQWTvl1N+27aekX0k9/4NNPet2f/I6f5JIdl9A82uT6XdcPPNYDRw7QytU8zez2g7fzmutfwy/9w8peMuoNH30DH/zyBwF49AWPrmQMUZ3qfVDe+bl38sQ/fSKH7z7MYy98LB/6qQ+x/bTtlY5hbmZu6Y1+Ab7/W75/6Rf7Gq0n3O8JAPzdLX/HYmtxoNv40oEvAXDxtouP+0X5anSfudJ9KbDef/sMFEnDeuZ3PpNv2fot7Dm8Z+m9UHwDeUmSJEmabqnKN2idBCmlGtBoNBrUarWxjKHVajEzM/61qb2H9/L4dzyeNzzmDXzft3zfKa//A3/6A1x787U88eIn8jc/9jf3+Hx/18e/9nHO3HTmUH8l/IA3P4DbGrfxwZ/8IA+7z8MGvh1oLwA94M0P4PT1p9N8afOkfyl69b9evfQsm1///l/nRQ9/0VDfexJVuR9et+s6HvX2R3H26Wdz+wtvP+7/7U37buKBv/NAWrnFj37bj/L2J72d9bPrK/m+/Vq5xds++TbuU7sPj7/f48P9NfCknDv63b14N9t/bTvNo00+9uyPLT0jaaVarRYpJXYf3s2BIwcGfpm1Ww/cykX/8yI2zm3k0MsOMTszy7lvPJevH/w6//fZ/5eHnvvQgW53GJN6nw3LrrJE7YK1b7vm89dwW+M2fvZBP8umdZt40O89iE9+45P8xVP/gqdc8pQ1G8dqNZtN6vU6QD3n3Bz3eDT5nDONTtQuiNtmV3mittlVlqhdELfNLg06b/L1biqWc2ZxcZGU0th/ubtj8w5ufM6NKxrHtTdfy7U3X8u6mXX8xmN/4x6fP1HXan+J2m+xtchtjdu48+47uXft3kPdFsB9t9yXROLQsUPsObxn2TeFf88X38Nz/uY5ALzk4S/h+Zc/n5zz2O+vKlW9Hz703IeyYXYD/3HoP9oLVTsesPS5+2+/P6999Gv5WvNr/Pbjf3vgZxesxEya4b/+p//KwsKpn1FVmkk6d/RbN7uOx174WK75/DVce/O1qzr2u11zc3OcffrZnH362QOP44ItF7B+dj13LdzFbY3b2H7adr5+8OvA4O+rMoxJvs+GYVdZonbBeNp6F0mOLR7js3s+C/gG8lLVop67onZB3Da7yhO1za6yRO2CuG12aRguT1Us58z+/ftP+ibsa6n/mQKv+8jr7nGduxfv5oXvb7/x/PMf8nwu3nbxPa5zqq7P7P4MtzVuW9XYZmdmueMX7+CLz/si59bOXdXXnsiGuQ1L761w6/ytJ7zOp//j0zz9mqfTyi2edemzeO2jXztR91dVqt4PN85t5IrzrgDa74Oy2Fpk/sj80udfcsVLeNPj3zTSxZOuSTvGqjLpXU+4qP0yXu+75X2r+roqu2ZnZpfOTzftu4kv7W+/LNhZm89i66atQ9/+ak36fTYou8oStQvG37bYWuTqH7qaVz7yldx3y33HMgYpqnEf36MStQvittlVnqhtdpUlahfEbbNLw3ABZUrsv3M/V1x9BS//h5dz9b9efdzn3nzjm/ni/i+y47QdS2+guhq/8U+/waVvvXTF7z0C7V9K3LVwF+tm1w31ngj9Ltx6IdB+qZ8TuWTHJTz9gU/nBy/+QX7vB3/P1dlV6L4PynW7ruPp1zydx/zxY2gebT/bzZXu+K686EoAbrz9RnYf2r3qr3/mu5/JL/79L7L/zv1DjaP3fVCW3v9kDM8+kRTb39/691z+tsu55cAtvOZRr/FnnCRJkiRNKRdQpsS207bx4oe/mIed+zB+8OIfXNq+9/BeXnXdqwB47fe9lvrG+qpv+3su+B4A7m7dfco3mG7lFtd8/hq+/S3fzhtueMOqv9epXHTmRQDccuCWE35+3ew6/uCH/4C/eOpfMDfjK9itxjO/85n8y3/9F173fa/jw1/9MJ/b8zk+efsnxz0srZFzzjiHy86+DID33/r+VX1t42iDP/nsn/Cr//SrQ78/zv233x9oPwPlpn03HbdNkqpyx1138G97/40/+NQfsNCK97KRkiRJkqSVcQFlBCb1rxR/8Ypf5LqrrmPH5h1L2/77P/53GkcbXHr2pTzr0med9OuX63rQvR7ELc+/hT978p8xOzN7wuvknHnPF9/Dd/3ud/HUv3gqX9j3Bf7w039Y+S8llp6B0vMSXnsO7+FV171qaXEnpcSGuQ1Ln5/U+2tYVXfdp34fLjvnMi4880Le9+Pv49pnXMuj7vuoSr/HSnmfjcfjL3o8sPqX8ZqdmeVNV76Jl17xUs7YcMZQYzjRAso4n4Ey6ffZoOwqS9QuGF/bky95Mr995W/zqed+yj+4kEYk6rkrahfEbbOrPFHb7CpL1C6I22aXBpWivUZaSqkGNBqNBrVabdzDmWgvev+LeOPH3gjA9VddzyPPf2Tl3yPnzAdu/QCv/MdXcuPtNwJwxvozeOHDXsgLHvqCgZ7xcjLXfP4anvoXT+Uh934IH/svH2OxtcjDr344n/j6J/j5B/88b3r8myr9ftI0+ehtH+URf/AItm7cyp4X7xnLLxX/+fZ/5vK3Xc7OzTvZefpOPrP7M/ztj/0tP3DxD6z5WCRpUjSbTer1OkA959wc93g0+ZwzSZIkadoMOm/yGSgVyzlz9OjRiX/znrfc+JalxZOnXvLUUy6erLRr1x27eO1HXkvOmet3Xc8j//CRXPmOK7nx9hs5bd1pvPSKl/KV/+8rvOp7X1X54gl88yW8us9AmZ2Z5SUPfwnn1s7leQ9+3sBdpYnaBXHbSuh6yLkPYevGrczfNb/il2+ruqv7bJPdh3fzmd2faW/bPp5noJRwnw3CrrJE7YLYbdK0i3p8R+2CuG12lSdqm11lidoFcdvs0jBcQKlYzpn5+fmJ33F/6Ft/iPPr51PfUOdXv/9XT3n9lXQdOnaI73zrd/KKf3gFl7/tcr737d/LDbfdwIbZDbzgoS/gy8//Mq97zOvYdtq2KlOO030Jr3137qNxVwNovwzHzT9/Mxdvu/ge1y/l/lqtqF0Qt62ErrmZOf74R/6YL/y3L/Dgez94RV+Tc+a9//ZePv61j3Pn3XcOPYYzNpzBvc6419LH62fXc8GWC4a+3UGUcJ8Nwq6yRO2C2G3StIt6fEftgrhtdpUnaptdZYnaBXHb7NIwXECZUveu3ZvP/dznuPX5t1b2y8fT15/Oc77rOQB88hufZN3MOn7uQT/Hrc+/lTc+7o3sPH1nJd/nZM7YcAY7Tmu/x8t1u65b2r5xbuPIv7c0DX7g4h/g/tvvv6rX2Hz5DS/nYVc/jOt3XV/JGLrvg/KHP/yHHHjJAd+fQJIkSZIkSSPhb52m2OnrT+f09adXepuv+O5XcMuBWzj79LN52SNexvlbzq/09ldi/ex6AJ7050/i0MsOsXn95jUfg6S2xdYiu5q7gOpeaus7zvoOvnHwG8ykGY9vSZIkSZIkjczYn4GSUjonpXR9SunSnm2PSyl9KaV0OKX0zpTSaeMc42rNzcVcl1pJ19ZNW3n3j76btz7xrWNZPAH46ct+mtk0y5uf8OYV/XJ1mu+vUkVtK6XrvV96Lz/y5z/Cw3//4ad8muhXG1/l6OJRNsxu4Px6NeeE37zyN/n8f/s8P/mdP1nJ7Q2jlPtstewqS9QuiN0mrYZzpnJE7YK4bXaVJ2qbXWWJ2gVx2+zSoMa6gJJS+l3gduCRPdu2AO8C3gg8ELgAeMU4xjeImZkZtm/fzszM2NemKlVS16u/99Xsf8l+fu7ynzvldUvqWo2oXRC3raSum/bdxLtvejcb5zYe91Jeb//U2/nC3i8ct6hy84GbAbjozIuYnZmtbAzP+D/P4DF/9Bg+/rWPV3abq1XSfbYadpUlahfEbpNWwzlTOaJ2Qdw2u8oTtc2uskTtgrhtdmkY4/6/+wrgvn3bfgT4Ws75rTnnXcCvAj+x1gMbVM6ZO++8M9yb95TUlVKivrG+ouuW1LUaUbsgbltJXS982Av58FUf5lXf+6qlbbsP7eaqv76KS37nEi5804X8/LU/z/tveT+f3v1pAL51WzUv39V13a7r+NBXPlTpba5WSffZathVlqhdELtNWiXnTIWI2gVx2+wqT9Q2u8oStQvittmlYYx1ASXnvK/zgL/XFcA/9Xz8ceC8lNJ91mxgQ8g502w2w+24dpUlahfEbSupK6XEd5//3Tzy/KU/hGX+rnmuvOhKNsxu4Ct3fIX/deP/4sp3XMnLPvQyoPoFlG8769uob6hzyY5LKr3d1SjpPlsNu8oStQtit0mr4ZypHFG7IG6bXeWJ2mZXWaJ2Qdw2uzSMSXyRtLOBz/Z8vL/z353Av/dfOaW0AdjQs+kMgFarRavV6l6HlBI55+N2qFNt7379ara3Wi1yzrRaLWZmZu5x28Cqtg869iqbuv8/u7cXpanb1W3qv36pTV3Rmrpj7D3GojT1d5XYdPGZF/PeH3svRxaO8MEvf5D33vxe3nvze7n94O0AXH7vyytt+pMf+ROOLhxl87rN5JzX7H7qt9LjbFLup1M19e+TkZpWcu4orWkl544Sm7qW+xldctNy24dtOtHjAIXnnGkCz3VR50xdK33cU0rTah73lNYUdc4Egx1nk97U7eo2RZpfRGyKPGfqP39EaYKTnztKbep2dZucM516+6DzpklcQAFIJ/j3Pc/CbS8Dfrl/4969e7nrrrsA2LRpE/V6nWazyZEjR5aus3nzZs444wzm5+c5duzY0vZarcZpp53GgQMHWFhYWNq+detWNmzYwN69e4+7Q7Zt28bs7Cx79uyh1WrRaDTIOXP22WezuLjI/v37l66bUmLnzp0cO3aM+fn5pe1zc3Ns376dI0eO0Gw2l7avX7+eM888k0OHDnH48OGl7WvZBCx17dixg5xziKZuV0qJxcVFDhw4EKIJYPv27bRaLfbs2bP0OoilN5111lksLi6yd+/epWNsdnY2RNP+/fuXjjGAc845p+imJ1z4BB6y5SG8+kGv5rP7Pstt+27jhy7+oUqbWkdarGMde+7as6b3U1dKiR07drCwsHDccVbS/XSyn0933HEHOWdmZmbCNO3fv3/p3LF+/foQTfPz80vnjtnZWc4666wQTV3d4+rIkSMcOnQoRNOojqeDBw+iqeScqWNSzgtR50wQe37R+7gnSlPUORO0j7NmsxmqCdq//EwpcezYsaV5YelNzpnKa4o8v2i1Whw6dIidO3eGaQLnTKttGnTelE60OrzWUkoZuCzn/KmU0tuAmZzzszufO5f2X1Gdm3P++gm+9kR/TfW1+fl5arVa9zprtrqWc+aOO+5gy5YtzM7OTsTq2rBNwFLXmWeeufRx6U3djkajwZYtW+hXalN3+4EDB9iyZQspfXNuXXJT719TdY+xlFKIpu5lkHPHJDfBYOeOSW/qvf5Kj7NSmmZmZmi1WszPzx/XVXrTSs8dpTWt5NxRYlPXcj+jS25abvuwTc1mk61btwLUc85NFFJyzrTs9kk5LwzyuGfSm3q3R5xfrPRxT0lNK33cU1pT97YHOc4mvanbsZrfTZTQ1L2+c6YymrrbT/UzusQmOPm5o9SmbodzppVvH3TeNIkLKD8FvCzn/IDO554C/FrOuf+NE5e7rRrQaDQaS5MBSZIkKapms0m9XgcXUEJzziRJkiQNbtB501jfRH4Zfw2ck1L62ZTSBcCLgT8Z64hWIefMwYMH77FyVjq7yhK1C+K22VWeqG12lSVqF8RukyrgnGkCRe2CuG12lSdqm11lidoFcdvs0jAmbgEl59wAnga8EPg88BXgdWMd1CrknDl8+HC4HdeuskTtgrhtdpUnaptdZYnaBbHbpGE5Z5pMUbsgbptd5YnaZldZonZB3Da7NIyJeBP5nHPq+/gDwP3GNBxJkiRJmijOmSRJkqS1N3HPQJEkSZIkSZIkSRo3F1AqllJi06ZNpJROfeWC2FWWqF0Qt82u8kRts6ssUbsgdps07aIe31G7IG6bXeWJ2mZXWaJ2Qdw2uzSMFO010lJKNaDRaDSo1WrjHo4kSZI0Us1mk3q9DlDPOTfHPR5NPudMkiRJmjaDzpt8BkrFcs40Go1wb95jV1midkHcNrvKE7XNrrJE7YLYbdK0i3p8R+2CuG12lSdqm11lidoFcdvs0jBcQKlYzpkjR46E23HtKkvULojbZld5orbZVZaoXRC7TZp2UY/vqF0Qt82u8kRts6ssUbsgbptdGoYLKJIkSZIkSZIkSX1cQJEkSZIkSZIkSerjAkrFUkps3ryZlNK4h1Ipu8oStQvittlVnqhtdpUlahfEbpOmXdTjO2oXxG2zqzxR2+wqS9QuiNtml4aRor1GWkqpBjQajQa1Wm3cw5EkSZJGqtlsUq/XAeo55+a4x6PJ55xJkiRJ02bQeZPPQKlYzpkDBw6Ee/Meu8oStQvittlVnqhtdpUlahfEbpOmXdTjO2oXxG2zqzxR2+wqS9QuiNtml4bhAkrFcs4cO3Ys3I5rV1midkHcNrvKE7XNrrJE7YLYbdK0i3p8R+2CuG12lSdqm11lidoFcdvs0jBcQJEkSZIkSZIkSerjAookSZIkSZIkSVIfF1AqllKiVquRUhr3UCplV1midkHcNrvKE7XNrrJE7YLYbdK0i3p8R+2CuG12lSdqm11lidoFcdvs0jBStNdISynVgEaj0aBWq417OJIkSdJINZtN6vU6QD3n3Bz3eDT5nDNJkiRp2gw6b/IZKBVrtVrs27ePVqs17qFUyq6yRO2CuG12lSdqm11lidoFsdukaRf1+I7aBXHb7CpP1Da7yhK1C+K22aVhuIAyAgsLC+MewkjYVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NCgXUCRJkiRJkiRJkvq4gCJJkiRJkiRJktTHBZSKpZTYunUrKaVxD6VSdpUlahfEbbOrPFHb7CpL1C6I3SZNu6jHd9QuiNtmV3mittlVlqhdELfNLg0j5ZzHPYZKpZRqQKPRaFCr1cY9HEmSJGmkms0m9XodoJ5zbo57PJp8zpkkSZI0bQadN/kMlIq1Wi12795Nq9Ua91AqZVdZonZB3Da7yhO1za6yRO2C2G3StIt6fEftgrhtdpUnaptdZYnaBXHb7NIwXEAZgWjP6umyqyxRuyBum13lidpmV1midkHsNmnaRT2+o3ZB3Da7yhO1za6yRO2CuG12aVAuoEiSJEmSJEmSJPVxAUWSJEmSJEmSJKmPbyJfsZwzCwsLzM3NkVJa8+8/KnaVJWoXxG2zqzxR2+wqS9QuiN1WNd9EXqvlnGk0onZB3Da7yhO1za6yRO2CuG12CXwT+YmRUmJ2djbcTmtXWaJ2Qdw2u8oTtc2uskTtgtht0rSLenxH7YK4bXaVJ2qbXWWJ2gVx2+zSMFxAqVir1WLPnj20Wq1xD6VSdpUlahfEbbOrPFHb7CpL1C6I3SZNu6jHd9QuiNtmV3mittlVlqhdELfNLg3DBRRJkiRJkiRJkqQ+LqBIkiRJkiRJkiT1cQFFkiRJkiRJkiSpT8o5j3sMlUop1YBGo9GgVquNZQytVouZmXhrU3aVJWoXxG2zqzxR2+wqS9QuiN1WpWazSb1eB6jnnJvjHo8mn3Om0YnaBXHb7CpP1Da7yhK1C+K22aVB503+361YzpnFxUWiLUzZVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NAwXUCqWc2b//v3hdly7yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhuECiiRJkiRJkiRJUh8XUCRJkiRJkiRJkvq4gDICKaVxD2Ek7CpL1C6I22ZXeaK22VWWqF0Qu02adlGP76hdELfNrvJEbbOrLFG7IG6bXRpUivYaaSmlGtBoNBrUarVxD0eSJEkaqWazSb1eB6jnnJvjHo8mn3MmSZIkTZtB500+A6ViOWeOHj0a7s177CpL1C6I22ZXeaK22VWWqF0Qu02adlGP76hdELfNrvJEbbOrLFG7IG6bXRqGCygVyzkzPz8fbse1qyxRuyBum13lidpmV1midkHsNmnaRT2+o3ZB3Da7yhO1za6yRO2CuG12aRguoEiSJEmSJEmSJPVxAUWSJEmSJEmSJKmPCygjMDc3N+4hjIRdZYnaBXHb7CpP1Da7yhK1C2K3SdMu6vEdtQvittlVnqhtdpUlahfEbbNLg0rRXiMtpVQDGo1Gg1qtNu7hSJIkSSPVbDap1+sA9Zxzc9zj0eRzziRJkqRpM+i8yWegVCznzJ133hnuzXvsKkvULojbZld5orbZVZaoXRC7TZp2UY/vqF0Qt82u8kRts6ssUbsgbptdGoYLKBXLOdNsNsPtuHaVJWoXxG2zqzxR2+wqS9QuiN0mTbuox3fULojbZld5orbZVZaoXRC3zS4NwwUUSZIkSZIkSZKkPi6gSJIkSZIkSZIk9XEBpWIpJdavX09KadxDqZRdZYnaBXHb7CpP1Da7yhK1C2K3SdMu6vEdtQvittlVnqhtdpUlahfEbbNLw0jRXiMtpVQDGo1Gg1qtNu7hSJIkSSPVbDap1+sA9Zxzc9zj0eRzziRJkqRpM+i8yWegVCznzMGDB8O9eY9dZYnaBXHb7CpP1Da7yhK1C2K3SdMu6vEdtQvittlVnqhtdpUlahfEbbNLw3ABpWI5Zw4fPhxux7WrLFG7IG6bXeWJ2mZXWaJ2Qew2adpFPb6jdkHcNrvKE7XNrrJE7YK4bXZpGC6gSJIkSZIkSZIk9XEBRZIkSZIkSZIkqY8LKBVLKbFp0yZSSuMeSqXsKkvULojbZld5orbZVZaoXRC7TZp2UY/vqF0Qt82u8kRts6ssUbsgbptdGkaK9hppKaUa0Gg0GtRqtXEPR5IkSRqpZrNJvV4HqOecm+MejyafcyZJkiRNm0HnTT4DpWI5ZxqNRrg377GrLFG7IG6bXeWJ2mZXWaJ2Qew2adpFPb6jdkHcNrvKE7XNrrJE7YK4bXZpGC6gVCznzJEjR8LtuHaVJWoXxG2zqzxR2+wqS9QuiN0mTbuox3fULojbZld5orbZVZaoXRC3zS4NwwUUSZIkSZIkSZKkPi6gSJIkSZIkSZIk9XEBpWIpJTZv3kxKadxDqZRdZYnaBXHb7CpP1Da7yhK1C2K3SdMu6vEdtQvittlVnqhtdpUlahfEbbNLw0jRXiMtpVQDGo1Gg1qtNu7hSJIkSSPVbDap1+sA9Zxzc9zj0eRzziRJkqRpM+i8yWegVCznzIEDB8K9eY9dZYnaBXHb7CpP1Da7yhK1C2K3SdMu6vEdtQvittlVnqhtdpUlahfEbbNLw3ABpWI5Z44dOxZux7WrLFG7IG6bXeWJ2mZXWaJ2Qew2adpFPb6jdkHcNrvKE7XNrrJE7YK4bXZpGC6gSJIkSZIkSZIk9XEBRZIkSZIkSZIkqY8LKBVLKVGr1UgpjXsolbKrLFG7IG6bXeWJ2mZXWaJ2Qew2adpFPb6jdkHcNrvKE7XNrrJE7YK4bXZpGCnaa6SllGpAo9FoUKvVxj0cSZIkaaSazSb1eh2gnnNujns8mnzOmSRJkjRtBp03+QyUirVaLfbt20er1Rr3UCplV1midkHcNrvKE7XNrrJE7YLYbdK0i3p8R+2CuG12lSdqm11lidoFcdvs0jBcQBmBhYWFcQ9hJOwqS9QuiNtmV3mittlVlqhdELtNmnZRj++oXRC3za7yRG2zqyxRuyBum10alAsokiRJkiRJkiRJfVxAkSRJkiRJkiRJ6uMCSsVSSmzdupWU0riHUim7yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhpFyzuMeQ6VSSjWg0Wg0qNVq4x6OJEmSNFLNZpN6vQ5Qzzk3xz0eTT7nTJIkSZo2g86bfAZKxVqtFrt376bVao17KJWyqyxRuyBum13lidpmV1midkHsNmnaRT2+o3ZB3Da7yhO1za6yRO2CuG12aRguoIxAtGf1dNlVlqhdELfNrvJEbbOrLFG7IHabNO2iHt9RuyBum13lidpmV1midkHcNt9jnpEAACAASURBVLs0qIldQEkpfSyllHsu+8Y9JkmSJEmaFM6ZJEmSpNGaG/cATmIL8DjgE52PfS6SJEmSJH2TcyZJkiRphCb2TeRTSt8AHplzvnmVXzfWN0TMObOwsMDc3BwppTX//qNiV1midkHcNrvKE7XNrrJE7YLYbVXzTeSnl3OmyRK1C+K22VWeqG12lSVqF8Rts0sw+Lxp0p+B8pqU0pOALwI/nnP+t/4rpZQ2ABt6Np0B7TfR6b6BTkqJlBI55+NeF+5U2/vfgGel27u3eaLbBpiZmVnx9kHHXnXTyW675CaA2dlZgHtsL7lpZmbmhOMsval7273fJ0pT93qrPXdMetPJvmfJTd3tKz3OSmrqfl3v50tvWum5o8Sm7tcvd+4otanrRD+jS28axb7nm0ZONedMQ4x9FOeF1T7uKaGpO8aI84vu50/1uKekppU+7imx6VTfs+QmWN3vJkppcs5UTlPv9pP9jC61aRRjn4QmcM60mu2DzpsmcgElpbQe2AjcAlwC/P/A/wYedoKrvwz45f6Ne/fu5a677gJg06ZN1Ot1ms0mR44cWbrO5s2bOeOMM5ifn+fYsWNL22u1GqeddhoHDhxgYWFhafvWrVvZsGEDe/fuPe4O2bZtG7Ozs+zZs4dWq0Wj0aBer3P22WezuLjI/v37e9vYuXMnx44dY35+fmn73Nwc27dv58iRIzSb31wAW79+PWeeeSaHDh3i8OHDS9vXsglY6rrf/e5HzjlEU7crpcS2bds4cOBAiCaA7du3s3v3blJKx/1wL7nprLPOYnFxkb179y4dY7OzsyGa9u/fv3SMbdmyhXPOOSdEE7SPsWazycUXX8zdd98dognax9OOHTu4/fbbmZ2dXTrOSm/auXMnd911F7t27aJerzMzMxOi6dixY+zfv3/p3LF+/foQTfPz80vnjm3btnHWWWeFaOqamZmh1Wpx+umnc+jQoRBNozqeDh48iKaPc6bJO9dFnTNB3PnFwsICt95669LjnghNkedMEHd+0f1ldb1ep9FohGhyzlRWU/T5RavV4tChQ1x00UXcddddIZrAOdNqmwadN03kS3illBJwr5zz1zsfPwT4GHBazvlI33VP9NdUX5ufn196Ovparq61Wi327t3Ljh07mJubm4jVtWGbgKWunTt3Lt1+6U3drn379rFjxw7au135TV27d+9mx44dSw9SSm/qjrE7Iei2RWjKOQ987pjkJhjs3DHpTb1WepyV0jQzM8Pi4iJ79uw5rqv0ppWeO0prWsm5o8SmruV+RpfctNz2YZuazSZbt24FX8JrqqT2geGcaYixV31eiDpn6oo4v1jp456Smlb6uKe0pu5tR51frPZ3EyU0dTlnKqOpuz3q/OJk545Sm7pdzplWvn3QedNEPgMlt6u+3rOpuwx1BnCk77pHgaPdj7s7S/dBQq/u/7h+y23v//qVbk/p+L/KWc33HPX2QZu6tznOsY+iqfe2l9teYlP3mTVVHAeT0tS97e5fhvW2ld7Ue2xFa+p+vBZjX8smGO9xNqqm3u39XaU3jePcsRb3U/ff0Zr6t4/yZ/S4mqrcvtxYFZtzpsk81437cc+oznWR5xfjeNwz6qbIc6bux2sx9nE+bh3V2Ne6yTlTtdudXwz3WHytzh3OmSZzznSy8Z7KRM62UkpPTCnd2rPpPOBOYO+YhiRJkiRJE8M5kyRJkjR6k/oSXjuALwMvAD5E+7V8v5hz/rkVfG0NaDQajaWno6+1VqsV8i8B7SpL1C6I22ZXeaK22VWWqF0Qu61KzWaTer0OvoTXVHHONJmidkHcNrvKE7XNrrJE7YK4bXZp0HnTRP7fzTnvBZ4OvBj4F9pPTX/JWAe1Qt3XG53Ehalh2FWWqF0Qt82u8kRts6ssUbsgdptUBedMkydqF8Rts6s8UdvsKkvULojbZpeGMZELKAA552tzzt+ac96ac/6pnPOhcY9pJXLO7N+/P9yOa1dZonZB3Da7yhO1za6yRO2C2G1SVZwzTZaoXRC3za7yRG2zqyxRuyBum10axsQuoEiSJEmSJEmSJI2LCyiSJEmSJEmSJEl9XEAZgZTSuIcwEnaVJWoXxG2zqzxR2+wqS9QuiN0mTbuox3fULojbZld5orbZVZaoXRC3zS4NKkV7jbSUUg1oNBoNarXauIcjSZIkjVSz2aRerwPUc87NcY9Hk885kyRJkqbNoPMmn4FSsZwzR48eDffmPXaVJWoXxG2zqzxR2+wqS9QuiN0mTbuox3fULojbZld5orbZVZaoXRC3zS4NwwWUiuWcmZ+fD7fj2lWWqF0Qt82u8kRts6ssUbsgdps07aIe31G7IG6bXeWJ2mZXWaJ2Qdw2uzQMF1AkSZIkSZIkSZL6uIAiSZIkSZIkSZLUxwWUEZibmxv3EEbCrrJE7YK4bXaVJ2qbXWWJ2gWx26RpF/X4jtoFcdvsKk/UNrvKErUL4rbZpUGlaK+RllKqAY1Go0GtVhv3cCRJkqSRajab1Ot1gHrOuTnu8WjyOWeSJEnStBl03uQzUCqWc+bOO+8M9+Y9dpUlahfEbbOrPFHb7CpL1C6I3SZNu6jHd9QuiNtmV3mittlVlqhdELfNLg3DBZSK5ZxpNpvhdly7yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhuECiiRJkiRJkiRJUh8XUCRJkiRJkiRJkvq4gFKxlBLr168npTTuoVTKrrJE7YK4bXaVJ2qbXWWJ2gWx26RpF/X4jtoFcdvsKk/UNrvKErUL4rbZpWGkaK+RllKqAY1Go0GtVhv3cCRJkqSRajab1Ot1gHrOuTnu8WjyOWeSJEnStBl03uQzUCqWc+bgwYPh3rzHrrJE7YK4bXaVJ2qbXWWJ2gWx26RpF/X4jtoFcdvsKk/UNrvKErUL4rbZpWG4gFKxnDOHDx8Ot+PaVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NAwXUCRJkiRJkiRJkvq4gCJJkiRJkiRJktTHBZSKpZTYtGkTKaVxD6VSdpUlahfEbbOrPFHb7CpL1C6I3SZNu6jHd9QuiNtmV3mittlVlqhdELfNLg0jRXuNtJRSDWg0Gg1qtdq4hyNJkiSNVLPZpF6vA9Rzzs1xj0eTzzmTJEmSps2g8yafgVKxnDONRiPcm/fYVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NAwXUCqWc+bIkSPhdly7yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhuECiiRJkiRJkiRJUh8XUCRJkiRJkiRJkvq4gFKxlBKbN28mpTTuoVTKrrJE7YK4bXaVJ2qbXWWJ2gWx26RpF/X4jtoFcdvsKk/UNrvKErUL4rbZpWGkaK+RllKqAY1Go0GtVhv3cCRJkqSRajab1Ot1gHrOuTnu8WjyOWeSJEnStBl03uQzUCqWc+bAgQPh3rzHrrJE7YK4bXaVJ2qbXWWJ2gWx26RpF/X4jtoFcdvsKk/UNrvKErUL4rbZpWG4gFKxnDPHjh0Lt+PaVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NAwXUCRJkiRJkiRJkvq4gCJJkiRJkiRJktTHBZSKpZSo1WqklMY9lErZVZaoXRC3za7yRG2zqyxRuyB2mzTtoh7fUbsgbptd5YnaZldZonZB3Da7NIwU7TXSUko1oNFoNKjVauMejiRJkjRSzWaTer0OUM85N8c9Hk0+50ySJEmaNoPOm3wGSsVarRb79u2j1WqNeyiVsqssUbsgbptd5YnaZldZonZB7DZp2kU9vqN2Qdw2u8oTtc2uskTtgrhtdmkYLqCMwMLCwriHMBJ2lSVqF8Rts6s8UdvsKkvULojdJk27qMd31C6I22ZXeaK22VWWqF0Qt80uDcoFFEmSJEmSJEmSpD4uoEiSJEmSJEmSJPVxAaViKSW2bt1KSmncQ6mUXWWJ2gVx2+wqT9Q2u8oStQtit0nTLurxHbUL4rbZVZ6obXaVJWoXxG2zS8NIOedxj6FSKaUa0Gg0GtRqtXEPR5IkSRqpZrNJvV4HqOecm+MejyafcyZJkiRNm0HnTT4DpWKtVovdu3fTarXGPZRK2VWWqF0Qt82u8kRts6ssUbsgdps07aIe31G7IG6bXeWJ2mZXWaJ2Qdw2uzQMF1BGINqzerrsKkvULojbZld5orbZVZaoXRC7TZp2UY/vqF0Qt82u8kRts6ssUbsgbptdGpQLKJIkSZIkSZIkSX1cQJEkSZIkSZIkSerjm8hXLOfMwsICc3NzpJTW/PuPil1lidoFcdvsKk/UNrvKErULYrdVzTeR12o5ZxqNqF0Qt82u8kRts6ssUbsgbptdAt9EfmKklJidnQ2309pVlqhdELfNrvJEbbOrLFG7IHabNO2iHt9RuyBum13lidpmV1midkHcNrs0DBdQKtZqtdizZw+tVmvcQ6mUXWWJ2gVx2+wqT9Q2u8oStQtit0nTLurxHbUL4rbZVZ6obXaVJWoXxG2zS8NwAUWSJEmSJEmSJKmPCyiSJEmSJEmSJEl9XECRJEmSJEmSJEnqk3LO4x5DpVJKNaDRaDSo1WpjGUOr1WJmJt7alF1lidoFcdvsKk/UNrvKErULYrdVqdlsUq/XAeo55+a4x6PJ55xpdKJ2Qdw2u8oTtc2uskTtgrhtdmnQeZP/dyuWc2ZxcZFoC1N2lSVqF8Rts6s8UdvsKkvULojdJk27qMd31C6I22ZXeaK22VWWqF0Qt80uDcMFlIrlnNm/f3+4HdeuskTtgrhtdpUnaptdZYnaBbHbpGkX9fiO2gVx2+wqT9Q2u8oStQvittmlYbiAIkmSJEmSJEmS1McFFEmSJEmSJEmSpD4uoIxASmncQxgJu8oStQvittlVnqhtdpUlahfEbpOmXdTjO2oXxG2zqzxR2+wqS9QuiNtmlwaVor1GWkqpBjQajQa1Wm3cw5EkSZJGqtlsUq/XAeo55+a4x6PJ55xJkiRJ02bQeZPPQKlYzpmjR4+Ge/Meu8oStQvittlVnqhtdpUlahfEbpOmXdTjO2oXxG2zqzxR2+wqS9QuiNtml4bhAkrFcs7Mz8+H23HtKkvULojbZld5orbZVZaoXRC7TZp2UY/vqF0Qt82u8kRts6ssUbsgbptdGoYLKJIkSZIkSZIkSX1cQJEkSZIkSZIkSerjAsoIzM3NjXsII2FXWaJ2Qdw2u8oTtc2uskTtgtht0rSLenxH7YK4bXaVJ2qbXWWJ2gVx2+zSoFK010hLKdWARqPRoFarjXs4kiRJ0kg1m03q9TpAPefcHPd4NPmcM0mSJGnaDDpv8hkoFcs5c+edd4Z78x67yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhuECSsVyzjSbzXA7rl1lidoFcdvsKk/UNrvKErULYrdJ0y7q8R21C+K22VWeqG12lSVqF8Rts0vDcAFFkiRJkiRJkiSpjwsokiRJkiRJkiRJfVxAqVhKifXr15NSGvdQKmVXWaJ2Qdw2u8oTtc2uskTtgtht0rSLenxH7YK4bXaVJ2qbXWWJ2gVx2+zSMFK010hLKdWARqPRoFarjXs4kiRJ0kg1m03q9TpAPefcHPd4NPmcM0mSJGnaDDpv8hkoFcs5c/DgwXBv3mNXWaJ2Qdw2u8oTtc2uskTtgtht0rSLenxH7YK4bXaVJ2qbXWWJ2gVx2+zSMFxAqVjOmcOHD4fbce0qS9QuiNtmV3mittlVlqhdELtNmnZRj++oXRC3za7yRG2zqyxRuyBum10ahgsokiRJkiRJkiRJfVxAkSRJkiRJkiRJ6uMCSsVSSmzatImU0riHUim7yhK1C+K22VWeqG12lSVqF8Ruk6Zd1OM7ahfEbbOrPFHb7CpL1C6I22aXhpGivUZaSqkGNBqNBrVabdzDkSRJkkaq2WxSr9cB6jnn5rjHo8nnnEmSJEnTZtB500Q+AyWl9F0ppU+llI6klD6QUjpr3GNaqZwzjUYj3Jv32FWWqF0Qt82u8kRts6ssUbsgdptUlVLnTVGP76hdELfNrvJEbbOrLFG7IG6bXRrGxC2gpJRmgP8D/C1wP+AI8JtjHdQq5Jw5cuRIuB3XrrJE7YK4bXaVJ2qbXWWJ2gWx26QqlDxvinp8R+2CuG12lSdqm11lidoFcdvs0jDmxj2AE/ge4EzgVTnnhZTSq4EbUkqbc86Hxzw2SZIkSZoEzpskSZKkEZvEBZQrgE/knBc6H38KmAW+C/hI/5VTShuADT2bzgC44447aLVa3euQUiLnfNyK3Km2d79+NdtbrRbNZpP169czNzd3j9sGmJmZWfH2QcdeZROw1LVx48al2y+9qdt18OBBNmzYcI83XCq1qau7H87MfPOJZiU3dce4uLh4XFuEppzzwOeOSW6Cwc4dk97Ua6XHWSlNMzMz9zjGIjSt9NxRWtNKzh0lNnUt9zO65Kbltg/b1Gz6tidTasXzpuScaU3OC1HnTF0R5xcrfdxTUtNKH/eU1tS97ajzi9X+bqKEpi7nTGU0dbdHnV+c7NxRalO3yznTyrcPOm+axAWUs4F93Q9yzq2U0jywc5nrvwz45f6N559//mhGJ0mSJE2mMwBXU6bHauZNzpkkSZKktlXNmyZxAQUgneDjey5jt70OeGPftjOBA1UPaoXOAL4GnAscHNMYRsGuskTtgrhtdpUnaptdZYnaBbHbRuEM4PZxD0JrbqXzJudMayNqF8Rts6s8UdvsKkvULojbZpe6Vj1vmsQFlG8AD+h+kFKaBbYA/3GiK+ecjwJH+zaP7S/vep4udTDnHOYvAO0qS9QuiNtmV3mittlVlqhdELttRPx/NH1WPG9yzrQ2onZB3Da7yhO1za6yRO2CuG12qceq/z/NnPoqa+4jwOUppe7izmXAAvCv4xuSJEmSJE0U502SJEnSiE3iAsoNwF7g1Smlc4H/DvxlzvnO8Q5LkiRJkiaG8yZJkiRpxCZuASXn3AKeCjwRuAXYCLxwrINanaPAq7nnU+RLZ1dZonZB3Da7yhO1za6yRO2C2G3S0AqfN0U9vqN2Qdw2u8oTtc2uskTtgrhtdmlgKefl3ptdkiRJkiRJkiRpOk3cM1AkSZIkSZIkSZLGzQWUCZVS2phS2jnucVQtpbQupXTvcY9j1FJKZ6SUzhz3OKoWdb8E77PSBO4Ke470GCtL4K6wx5g0jaKeq2A6zldRHxtA3H0z6n0W+P4K2QVxz5EeY+WJ2hb1GBuUCyhDSCk9M6X0sQpv7y0ppVd1PnwR8MdV3fYqx1F118tTSm/rfPg04B+quu0VfO9KW07xvf46pfSczodvBF4/wu+1ll1rul96n1XyvdbsPrOrku+1pudIj7FKvlfUfTFq19geh0iKO2fqjCXEvCnqY4PO9/Pn6PDfy8dzw3+vkF2d7xfyMZ3HWCXfK/K+GPX84bxpOTnnqb0A5wDXA5f2bb8I+Dyw5RRf/xTg+r5tCdjQt+3FwB7gAPBLy9zWtwFHgId0Pt4BHO4f26R0AfcHct/l109wW2cDdwBP6Xy8Drgd+KFJaenZ/mjgn05w3d8AGp1xP3uZ73Ml0ATu2/n42zsf33tCu648wf33vCr2yzU8rn4K+AqwD/h1vvmeTkXfZyfpGsl9toZdPwN8HdgPvAmY6flc5efIcXcxwnPkWrX1fO5qYFffdYs9xk7SVewxdqr9jUKPsZN1nap5mGPMixcvx1/W6vw8inPVJLStxflqre6jzvY1mzNNSFuxjw8625wzlXV/remcaRLaGNE5cq26ej7nnKmAffFU+xvOm5w3LXc/jHsAYwuH3+3ZcS7t2f7+nu0r2Ynvpv1Du3s50DmQNneu8yjaJ8xHAJd3Pv/9fbezHrgReHXf9tcD/7rciWzMXQ8FbgG29Fw2nuC23g28vW/bc4GvAVsnoaVzvaOd2/tU39c/C7iN9g+xx3W+7v5919kK7AKe1bf9ncB76TyYm7CuH6W9ktx7/60fdr9cw/3vAuAY8J+Byzqf757ki73PTtFV+X22hl2XAXuBBwOXAF8FfrLzucrPkRPSNZJz5Fq19Vz34UCL4x80F3uMnaKr5GNs2f2Nso+xk3WN/HGIFy9e1vR4X9M50xq3jfR8tVYdneut2ZxpgtpKfnxwAc6ZSrq/1nTONEFtlZ8j16qr57rOmcrZF503OW8a6DL2AYwtHLbT/sHbvxOf3TlYVroTX3eK67wdeHPPx28C/qjvOlcDHwbm+rafBnwGeN+Jdu4xdz0O+OgprvPLwE3AGX3bZ4APAJ8Ezhx3S+d6FwC/wD0fMF8PvLjn4/cAr+n5eF3nxPenJ7jNnbT/wuL3Of4vRyah62eAd5zia1e9X67h/vdfgE/0fPwu4LdLv89O0VX5fbaGXc+g5wFGp+t1nX9Xfo6ckK6RnCPXqq1zvTng08BfcfyD5mKPsVN0lXyMLbu/UfYxdrKukT8O8eLFS9w50xq3jfR8tVYdnetdwBrNmSaoreTHB86Zyrq/1nTONEFtlZ8j16qrcz3nTEMeY2u8LzpvquAYm8bL2Acw7kv/TtzZdsFyOzHt17brrvg1uecq4N6+698C/HjPxz8O3Nr59+m0V5a/Bpy9zPjuQ3vV+l+BKyao6+m0T6afAg52TiLrO5+bA36T9srtA5cZX73ztbcCTxxnS8/XXUXPA2baT4k71vv/HXgF8KHOv8+ivfL+afpW6nuufykw37neAyehq7PtF4GPdP7/zwNv6Pnc0PvlGux/DwH+c8/HH6K94l/0fbZc16jvs7XaF3tu9xvA0zofj+wcOeaukZ4j16INeAHtB4dPovOgmcKPseW6Sj/GTrG/FXuMnaJrzR6HePHiJe6caY3a1uR8NeqOnq+7ijWcM42zrbOt5McHzpkKur9OcLtrMmeagLaRnSPXogvnTKX9Lsl5k/OmgS5zaLVmgL/NOV/V/4mU0gW0V+x6nU175+7aT3s1GeCHge+mvTN/KaV0bJnv+WjabyT19UEHvQKr7doCnEv76Xt7aK9IPov209MeSfsvDJ4IfDCltG6Z7/lk2q8vuHvo0R9vtS3L2Ub7rwKWu/+eBdyb9g+Wr6eUFk5wG4do38e/Rfu1A4dRVRe077970f6BsA74QErpH3LO72c8++Wq2nLOH+/5/INor9y/gMLvs5N0wWTdZwPtiymln6D95mrX5Jzf1dk8SefIKrsm7Ry5qraU0r2AXwK+h/Zrs3YVfYydpAvKPsZOtr+VfIydrGvSjjFJx4s6Z4I486aocyaIO29yzoRzpo5xnyOjzpucM1HUnAmcN3U5bxqxmXEPoECnWnTKJ9iW+v7dXn7M+R3At+Scb6B9gn0R8C855+055+20d+T1OefP5Jwfk3PeNfTol7farncA98s5/33O+dPAX9J+vUByzv8AnJdz/ghwPu0D7UBP13m0ez+bc35izvnGKkMY7D46meXuvzcA3wH8He2n5b0J+Muezp8Cmjnnz3Xuv/lVft9+VXa9Hrgs5/yxzv10Hd+8/8axXw7UllL6VuBvgJflnD/T+6m+fxd1ny3TNUn32aD74ntoP/B4VErpKT3bJ+UcWWXXpJ0jV9v2m8DVOefPLXP9Uo+xk3WVfIwtu791lHqMnaxr0o4xSceLOmeCOPOmqHMmiDtvcs7UO2DnTOM8R0adNzlnaitlzgTOm7qcN42Yz0BZvQ3Aj6aUnniCz810Pt/rG8COno+3Af/R/SDnfLTz37tTSt8JfLbnuufSfvrXWlhVV875UN915mkfbN3Pd7uOLdN1OOd8oIqBn8Bq76Pl7Kf9tMsdfHN194T3H9BKKV0K/GPP11d9/1XVRc650bdpHqj1fH6t98tVt6WULqb9w/r3cs5v7Gwu/j5bpmvS7rNVdaWUvo32D+HbgfeklN5B+y9WrmGyzpGVdU3gOXK1++LTgEMppefQ/suiTSmlO2i/0WHJx9gJu3LOW0o+xk6xvxV7jJ2sawKPMUnHizpngjjzpqhzJog7b3LO1OGcaeznyKjzJudMbaXMmcB5U3dszptGzGegrEJKqUb7jaBO767G9azIXZxzPhNYn1K6sOfLPgI8vOfjhwI3nOC2d9B+zdX39Gw+F/j3aivuaZCulNK7Ukq/3HMz5wG7TnDbG4CfZ426BryPTijnnIGPsrL77wHAE4D39myurLPKrs7tfSKl9MyeTcvdfyPfLwfc/9bT/muj3805L+2Hpd9ny3V1PjcR99mA++LLgef1fJyBxc6/J+IcWXXXJJ0jB2y7L/DttF979wW0nzZ+aenH2HJdndsr9hg7xf5W7DF2sq5JOsYkHS/qnKnz/UPMm6LOmTrfI+S8yTmTcyYm5BwZdd7knKmsOVPnezhv+ubXOG8aMRdQVufHgLcDKaX0wpTSL3W2/w/gZZ1/PxX4q56v+SPgx1NKj0gpXU57lf0dvTeaUtoGvAu4Ied8fc+nLmBt/ppqkK5/BK5KKX17SulRtJ+G+fbeG00pndbZ1gT+tOdTFzC6rkFaTuaPgOd1Oh8HfB/tN45aklK6L/DnwNtyzl/u+dQFVNdZddc/0u66KLWfOvufgD/rvcIa7peDtD2X9ptc/XZKaUvncnrncyXfZyfrmpT7bJCuvwN+IqV0WWr/dc1TgGs7n5uUc2TVXZN0jlx1W855V/dC+3VSF/I3n4Zc7DF2iq6Sj7GT7W8lH2Mn65qkY0zS8aLOmSDOvCnqnAnizpucM62sq+T7q4Q5E8SdNzlnWlnXpBxjA7XhvGlSHoeUJ0/AO9mP80J75fvSvm0XdLZv6dk2B3wBeH7n4+cD7+n8+wraJ5X1LQdAGAAABSRJREFUnctu4HE9X/sLtN+I6ADwip7ts7TfhOcbwLuBjZ3tDwD+d+c2f2YSuzpj/y3aT//9MvCsvu/1X4BbgH8CzuxsOwt4W+f6r5uUlp6vvwr4VN+2BPw67Qdo3wCe3fO5zbRPYHcAvwPMdLY/AvgD2m/69bgJ7Tqd9pu33QF8HnhClfvlGux//9i5rd7LdaXfZ6foGtl9tgZdqfP/fXfn8j+A1HO7IzlHjrOLEZ8jR93Wd7tPAnZFOi8u01XyMXaq/a3UY2zZrhU0V/Y4xIsXL2tzfh7VuWrcbWt1vlqL+6hznatYwznTBLSV/PjgZHOLYh/PnaKr5PtrLHOmcbcxwnPkqLv6btc5Uxn7ovMm500DXcY+gFIuwL1prxZv7nz8YOAFnX8n4I3Ats7HvwA8aYW3+wudnbX3B+MG2iufzwVmC+36CeClwFzf9rfQfrOl00ppOcn3S8Ab+m8H2En7B8ozSuxay/3S+6ys+8yuSrvW5BzpMea+OMVda/44xIsXL3HnTCNuW9Pz1Vqfk1mjxwbjaFurfTPqfeb9VVbXGNtGfo70GHNfnJS2qMdYhEt3xVeSJEmSJEmSJEkdvgeKJEmSJEmSJElSHxdQJEmSJEmSJEmS+riAIkmSJEmSJEmS1McFFEmSJEmSJEmSpD4uoEiSJEmSJEmSJPVxAUWSVKmU0kUppXemlOZS28aUkj9vJEmSJKnDeZMklcETsyRpYCmlv0kpPa9v837gscBLgQuBrwJfTSnt6rnklNLmtR6vJEmSJK01502SVK65cQ9AkjSZUkpXAY/o2fShnPOf9V1tAbi7d0POeT6l9CvAfXLOtwA7T3DbdwFHqx2xJEmSJK0t502SFJsLKJKk5TyC9s+Ja4BnAA9OKf0V7Qf+rZxz7vx7IaW0Ied8NKX0/cB/An4t57x4shvPOS+MdviSJEmSNHLOmyQpMF/CS5K0nEXgppzz3wJfov1XU18GGsCBlNIB4IeBN3W2AewAHphzXkwp/UZK6Za+y6PG0CFJkiRJo+K8SZICcwFFkrSc/r+EauWc75VzPj3nvDXnfCbwV8B/yzlv7F6n5+u2AP8j53xRzvki4BZgdk1GLkmSJElrw3mTJAXmAookaTkLwCtTSvuAlwA5pbSp83Tzlbj7BNt8+rkkSZKkSJw3SVJgLqBIkpaTgV/JOW8HfrWzbQPw+yml71vhbfx6SmlXSmkX8D0jGKMkSZIkjZPzJkkKzAUUSdJy5vo35JzvAF4OPHWFt/ELOecLcs4XANdXODZJkiRJmgTOmyQpMBdQJEnLmeX4p6LPAuSc/yTn/NwVfP26E2zz544kSZKkSJw3SVJgnpAlScuZ5finoq/2jQzvAH4ppXRLSukW4CLab5YoSZIkSVE4b5KkwO7xNENJkjoWgGOdf7+VE08ENtF+zd+udXR+tuScXwS8qP8LUkpbgMVKRypJkiRJ4+G8SZICcwFFknRCOeef7fn3f/R+LqV0DvBR4BzgV3o+tQHYuNxtppSeDLwd+PNKBytJkiRJY+C8SZJiSznnU19LkqQ+KaUHATfnnBur+JqNwMbOmypKkiRJUmjOmySpbC6gSJIkSZIkSZIk9fFN5CVJkiRJkiRJkvq4gCJJkiRJkiRJktTHBRRJkiRJkiRJkqQ+LqBIkiRJkiRJkiT1cQFFkiRJkiRJkiSpjwsokiRJkiRJkiRJfVxAkSRJkiRJkiRJ6uMCiiRJkiRJkiRJUh8XUCRJkiRJkiRJkvr8P0YDVfkT7OnyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.生成数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(10, 15) for i in x]\n",
    "y_shanghai = [random.uniform(15, 25) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.图形绘制\n",
    "# plt.plot(x, y_beijing, label=\"北京\", color=\"g\", linestyle=\"-.\")\n",
    "# plt.plot(x, y_shanghai, label=\"上海\")\n",
    "axes[0].plot(x, y_beijing, label=\"北京\", color=\"g\", linestyle=\"-.\")\n",
    "axes[1].plot(x, y_shanghai, label=\"上海\")\n",
    "\n",
    "# # 2.1 添加x,y轴刻度\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11点{}分\".format(i) for i in x]\n",
    "\n",
    "# plt.yticks(y_ticks[::5])\n",
    "# plt.xticks(x[::5], x_ticks_labels[::5])\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_labels[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_labels[::5])\n",
    "\n",
    "# # 2.2 添加网格\n",
    "# plt.grid(True, linestyle='--', alpha=0.3)\n",
    "\n",
    "axes[0].grid(True, linestyle='--', alpha=0.3)\n",
    "axes[1].grid(True, linestyle='--', alpha=0.3)\n",
    "\n",
    "# # 2.3 添加描述\n",
    "# plt.xlabel(\"时间\")\n",
    "# plt.ylabel(\"温度\")\n",
    "# plt.title(\"一小时温度变化图\", fontsize=20)\n",
    "\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"北京一小时温度变化图\", fontsize=20)\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"上海一小时温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 显示图例\n",
    "# plt.legend()\n",
    "axes[0].legend(loc=0)\n",
    "axes[1].legend(loc=0)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plot绘制数学图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.生成数据\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "# y = np.sin(x)\n",
    "y = x ** 3\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
